Rapport final par Bilel Mezrani et Marco Cayuela
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library(psych)##
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Le F.B.I met à disposition un ensemble de données sur la criminalité, l’effectif policier et les personnes arrêtées chaque année de 1995 à 2019. Ces données peuvent être intéressantes pour visualiser la criminalité aux Etats-Unis et essayer d’expliquer les variations des crimes
Dans notre travail, nous nous sommes focalisés sur deux types de tableaux : l’évolution de la criminalité entre 2000 et 2019, ainsi que la répartition des crimes et des effectifs policiers selon les Etats.
2. Nettoyage des données
Les données téléchargées sur le site du F.B.I doivent être néttoyées car elles ne sont pas manipulables directement. En effet, il y a de nombreuses valeurs manquantes et les données ne sont pas en format tidy. Par conséquent, pour pouvoir visualiser les données et en tirer des conclusions, il faut effectuer quelques manipulations.
fbi_df <- readxl::read_xls("04-Crime in the United States1 by Region, Geographic Division, and State, 2018–2019.xls")## New names:
## * `` -> ...2
## * `` -> ...3
## * `` -> ...4
## * `` -> ...5
## * `` -> ...6
## * ...headTail(fbi_df)## Table.4
## 1 Crime in the United States1
## 2 by Region, Geographic Division, and State, 2018–2019
## 3 Area
## 4 <NA>
## 5 <NA>
## 6 6 Includes offenses reported by the Metro Transit Police and the District of Columbia Fire and Emergency Medical Services: Arson Investigation Unit.
## 7 7 This state's agencies submitted rape data according to the legacy UCR definition of rape.
## 8 * Less than one-tenth of 1 percent.
## 9 NOTE: Although arson data are included in the trend and clearance tables, sufficient data are not available to estimate totals for this offense. Therefore, no arson data are published in this table.
## ...2 ...3 ...4 ...5
## 1 <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA>
## 3 Year Population2 Violent crime3 <NA>
## 4 <NA> <NA> <NA> Rate per \n100,000
## 5 <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA>
## 7 <NA> <NA> <NA> <NA>
## 8 <NA> <NA> <NA> <NA>
## 9 <NA> <NA> <NA> <NA>
## ...6 ...7
## 1 <NA> <NA>
## 2 <NA> <NA>
## 3 Murder and \nnonnegligent \nmanslaughter <NA>
## 4 <NA> Rate per \n100,000
## 5 <NA> <NA>
## 6 <NA> <NA>
## 7 <NA> <NA>
## 8 <NA> <NA>
## 9 <NA> <NA>
## ...8 ...9 ...10 ...11
## 1 <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA>
## 3 Rape\n(revised definition)4 <NA> Robbery <NA>
## 4 <NA> Rate per \n100,000 <NA> Rate per \n100,000
## 5 <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA>
## 7 <NA> <NA> <NA> <NA>
## 8 <NA> <NA> <NA> <NA>
## 9 <NA> <NA> <NA> <NA>
## ...12 ...13 ...14 ...15
## 1 <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA>
## 3 Aggravated assault <NA> Property crime <NA>
## 4 <NA> Rate per \n100,000 <NA> Rate per \n100,000
## 5 <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA>
## 7 <NA> <NA> <NA> <NA>
## 8 <NA> <NA> <NA> <NA>
## 9 <NA> <NA> <NA> <NA>
## ...16 ...17 ...18 ...19
## 1 <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA>
## 3 Burglary <NA> Larceny-theft <NA>
## 4 <NA> Rate per \n100,000 <NA> Rate per \n100,000
## 5 <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA>
## 7 <NA> <NA> <NA> <NA>
## 8 <NA> <NA> <NA> <NA>
## 9 <NA> <NA> <NA> <NA>
## ...20 ...21 ...22 ...23 ...24
## 1 <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA>
## 3 Motor vehicle theft <NA> <NA> <NA> <NA>
## 4 <NA> Rate per \n100,000 <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA>
## 7 <NA> <NA> <NA> <NA> <NA>
## 8 <NA> <NA> <NA> <NA> <NA>
## 9 <NA> <NA> <NA> <NA> <NA>options(repr.plot.width = 18, repr.plot.height = 8)
plot_missing(fbi_df)
On remarque que certaines colonnes et lignes sont inutiles. On les supprime. Par ailleurs, on assigne des noms aux colonnes.
## Warning: The `value` argument of ``names<-`()` can't be empty as of tibble 3.0.0.
## Columns 5, 7, 9, 11, 13, and 4 more must be named.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_warnings()` to see where this warning was generated.## Warning: The `value` argument of ``names<-`()` must be a character vector as of tibble 3.0.0.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_warnings()` to see where this warning was generated.On va aussi supprimer la criminalité pour 100000 habitants car cela crée des variables NA. On peut d’ailleurs faire réapparaître ces variables si on le souhaite donc ce n’est pas un problème.
crime_per_hundred_thousand <- which(names(fbi) %in% NA)
fbi <- fbi[-1, -crime_per_hundred_thousand]
fbi <- as_tibble(fbi, .name_repair = "unique")
fbi <- fbi %>% fill(Area)
head(fbi)## # A tibble: 6 x 12
## Area Year Population2 `Violent crime3` `Murder and \nn… `Rape\n(revised…
## <chr> <chr> <chr> <chr> <chr> <chr>
## 1 Unit… 2018 326687501 1252399 16374 143765
## 2 Unit… 2019 328239523 1245410 16425 139815
## 3 Unit… Perc… <NA> -0.599999999999… 0.2999999999999… -2.700000000000…
## 4 Nort… 2018 56046620 164441 1926 17674
## 5 Nort… 2019 55982803 163717 1834 17315
## 6 Nort… Perc… <NA> -0.400000000000… -4.799999999999… -2
## # … with 6 more variables: Robbery <chr>, `Aggravated assault` <chr>, `Property
## # crime` <chr>, Burglary <chr>, `Larceny-theft` <chr>, `Motor vehicle
## # theft` <chr>On crée des nouvelles variables représentant les régions et les divisions géographiques.
fbi <- fbi %>% mutate(Region = NA, Geographic_Division = NA )
fbi <- fbi[c(13:14, 1:12)]
fbi <- fbi %>% mutate(Area = str_trim(Area))
head(fbi)## # A tibble: 6 x 14
## Region Geographic_Divi… Area Year Population2 `Violent crime3`
## <lgl> <lgl> <chr> <chr> <chr> <chr>
## 1 NA NA Unit… 2018 326687501 1252399
## 2 NA NA Unit… 2019 328239523 1245410
## 3 NA NA Unit… Perc… <NA> -0.599999999999…
## 4 NA NA Nort… 2018 56046620 164441
## 5 NA NA Nort… 2019 55982803 163717
## 6 NA NA Nort… Perc… <NA> -0.400000000000…
## # … with 8 more variables: `Murder and \nnonnegligent \nmanslaughter` <chr>,
## # `Rape\n(revised definition)4` <chr>, Robbery <chr>, `Aggravated
## # assault` <chr>, `Property crime` <chr>, Burglary <chr>,
## # `Larceny-theft` <chr>, `Motor vehicle theft` <chr>Enfin, on complète en fonction des Etats.
fbi$Region[
which(fbi$Area %in% c(
"Connecticut", "Maine", "Massachusetts", "New Hampshire", "Rhode Island", "Vermont", "New Jersey", "New York", "Pennsylvania"
)
)
] <- "Northeast"
#### Northeast - New England
fbi$Geographic_Division[
which(fbi$Area %in% c(
"Connecticut", "Maine", "Massachusetts", "New Hampshire", "Rhode Island", "Vermont"
)
)
] <- "New England"
#### Northeast - Middle Atlantic
fbi$Geographic_Division[
which(fbi$Area %in% c(
"New Jersey", "New York", "Pennsylvania"
)
)
] <- "Middle Atlantic"
################################ Midwest ################################
fbi$Region[
which(fbi$Area %in% c(
"Illinois", "Indiana", "Michigan", "Ohio", "Wisconsin", "Iowa5", "Kansas", "Minnesota", "Missouri", "Nebraska", "North Dakota", "South Dakota"
)
)
] <- "Midwest"
#### Midwest - East North Central
fbi$Geographic_Division[
which(fbi$Area %in% c(
"Illinois", "Indiana", "Michigan", "Ohio", "Wisconsin"
)
)
] <- "East North Central"
#### Midwest - West North Central
fbi$Geographic_Division[
which(fbi$Area %in% c(
"Iowa5", "Kansas", "Minnesota", "Missouri", "Nebraska", "North Dakota", "South Dakota"
)
)
] <- "West North Central"
################################ South ################################
fbi$Region[
which(fbi$Area %in% c(
"Delaware", "District of Columbia6", "Florida", "Georgia", "Maryland", "North Carolina7", "South Carolina", "Virginia", "West Virginia","Alabama", "Kentucky", "Mississippi", "Tennessee", "Arkansas", "Louisiana", "Oklahoma", "Texas"
)
)
] <- "South"
#### South - South Atlantic
fbi$Geographic_Division[
which(fbi$Area %in% c(
"Delaware", "District of Columbia6", "Florida", "Georgia", "Maryland", "North Carolina7", "South Carolina", "Virginia", "West Virginia"
)
)
] <- "South Atlantic"
#### South - East South Central
fbi$Geographic_Division[
which(fbi$Area %in% c(
"Alabama", "Kentucky", "Mississippi", "Tennessee"
)
)
] <- "East South Central"
#### South - West South Central
fbi$Geographic_Division[
which(fbi$Area %in% c(
"Arkansas", "Louisiana", "Oklahoma", "Texas"
)
)
] <- "West South Central"
################################ West ################################
fbi$Region[
which(fbi$Area %in% c(
"Arizona", "Colorado", "Idaho", "Montana", "Nevada", "New Mexico", "Utah", "Wyoming", "Alaska", "California", "Hawaii", "Oregon", "Washington", "Puerto Rico"
)
)
] <- "West"
#### West - Mountain
fbi$Geographic_Division[
which(fbi$Area %in% c(
"Arizona", "Colorado", "Idaho", "Montana", "Nevada", "New Mexico", "Utah", "Wyoming"
)
)
] <- "Mountain"
#### West - Pacific
fbi$Geographic_Division[
which(fbi$Area %in% c(
"Alaska", "California", "Hawaii", "Oregon", "Washington", "Puerto Rico"
)
)
] <- "Pacific"
################################ TOTAL ################################
# ve Amerika toplamını da Total olarak gösterelim.
fbi$Region[which(fbi$Area == "United States Total5, 6, 7")] <- "Total"
fbi$Geographic_Division[which(fbi$Area == "United States Total5, 6, 7")] <- "Total"
head(fbi, 20)## # A tibble: 20 x 14
## Region Geographic_Divi… Area Year Population2 `Violent crime3`
## <chr> <chr> <chr> <chr> <chr> <chr>
## 1 Total Total Unit… 2018 326687501 1252399
## 2 Total Total Unit… 2019 328239523 1245410
## 3 Total Total Unit… Perc… <NA> -0.599999999999…
## 4 <NA> <NA> Nort… 2018 56046620 164441
## 5 <NA> <NA> Nort… 2019 55982803 163717
## 6 <NA> <NA> Nort… Perc… <NA> -0.400000000000…
## 7 <NA> <NA> New … 2018 14829322 38294
## 8 <NA> <NA> New … 2019 14845063 36350
## 9 <NA> <NA> New … Perc… <NA> -5.099999999999…
## 10 North… New England Conn… 2018 3571520 7485
## 11 North… New England Conn… 2019 3565287 6546
## 12 North… New England Conn… Perc… <NA> -12.5
## 13 North… New England Maine 2018 1339057 1500
## 14 North… New England Maine 2019 1344212 1548
## 15 North… New England Maine Perc… <NA> 3.2000000000000…
## 16 North… New England Mass… 2018 6882635 23424
## 17 North… New England Mass… 2019 6892503 22578
## 18 North… New England Mass… Perc… <NA> -3.600000000000…
## 19 North… New England New … 2018 1353465 2404
## 20 North… New England New … 2019 1359711 2074
## # … with 8 more variables: `Murder and \nnonnegligent \nmanslaughter` <chr>,
## # `Rape\n(revised definition)4` <chr>, Robbery <chr>, `Aggravated
## # assault` <chr>, `Property crime` <chr>, Burglary <chr>,
## # `Larceny-theft` <chr>, `Motor vehicle theft` <chr>On s’occupe des derniers problèmes liés aux données et aux valeurs manquantes.
# Total
fbi_total <- fbi %>% filter(Region == "Total")
# Region
fbi_region <- fbi %>% filter(Area %in% c("Northeast", "Midwest5", "South6, 7", "West"))
# Geographic Division
fbi_geo_div <- fbi %>% filter(Geographic_Division %in% c("New England","Middle Atlantic","East North Central","West North Central5",
"South Atlantic6, 7","East South Central","West South Central","Mountain","Pacific") )
# State
fbi_state <- fbi %>%
filter(Region != "Total", !is.na(Region))
# Percent Change
fbi_percent_change <- fbi_state %>%
filter(Year %in% "Percent change")
# States Data
fbi_state <- fbi_state %>%
filter(Year != "Percent change",
Area != c("New England","Middle Atlantic","East North Central","West North Central5",
"South Atlantic6, 7","East South Central","West South Central",
"Mountain","Pacific")
)## Warning in Area != c("New England", "Middle Atlantic", "East North Central", :
## la taille d'un objet plus long n'est pas multiple de la taille d'un objet plus
## court# Delete digits at the end of some Areas
for(i in c(",","6","7","8","9", "5")){
fbi_state$Area <- str_remove_all(fbi_state$Area, i)
}
fbi_state## # A tibble: 104 x 14
## Region Geographic_Divi… Area Year Population2 `Violent crime3`
## <chr> <chr> <chr> <chr> <chr> <chr>
## 1 North… New England Conn… 2018 3571520 7485
## 2 North… New England Conn… 2019 3565287 6546
## 3 North… New England Maine 2018 1339057 1500
## 4 North… New England Maine 2019 1344212 1548
## 5 North… New England Mass… 2018 6882635 23424
## 6 North… New England Mass… 2019 6892503 22578
## 7 North… New England New … 2018 1353465 2404
## 8 North… New England New … 2019 1359711 2074
## 9 North… New England Rhod… 2018 1058287 2326
## 10 North… New England Rhod… 2019 1059361 2342
## # … with 94 more rows, and 8 more variables: `Murder and \nnonnegligent
## # \nmanslaughter` <chr>, `Rape\n(revised definition)4` <chr>, Robbery <chr>,
## # `Aggravated assault` <chr>, `Property crime` <chr>, Burglary <chr>,
## # `Larceny-theft` <chr>, `Motor vehicle theft` <chr>On convertit certaines colonnes dans leurs types naturels.
fbi_state <- fbi_state %>%
mutate_at(vars(Population2:`Motor vehicle theft` ),funs(as.numeric)) %>%
rename(State = Area) %>%
mutate_at(vars(c(State, Region:Year)), funs(as.factor))## Warning: `funs()` is deprecated as of dplyr 0.8.0.
## Please use a list of either functions or lambdas:
##
## # Simple named list:
## list(mean = mean, median = median)
##
## # Auto named with `tibble::lst()`:
## tibble::lst(mean, median)
##
## # Using lambdas
## list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_warnings()` to see where this warning was generated.names(fbi_state) <- c("Region",
"Geographic_Division",
"State",
"Year",
"Population",
"Violent_crime",
"Murder_and_nonnegligent_manslaughter",
"Rape(revised definition)",
"Robbery",
"Aggravated_assault",
"Property_crime",
"Burglary",
"Larceny_theft",
"Motor_vehicle_theft")fbi_state## # A tibble: 104 x 14
## Region Geographic_Divi… State Year Population Violent_crime Murder_and_nonn…
## <fct> <fct> <fct> <fct> <dbl> <dbl> <dbl>
## 1 North… New England Conn… 2018 3571520 7485 86
## 2 North… New England Conn… 2019 3565287 6546 104
## 3 North… New England Maine 2018 1339057 1500 23
## 4 North… New England Maine 2019 1344212 1548 20
## 5 North… New England Mass… 2018 6882635 23424 138
## 6 North… New England Mass… 2019 6892503 22578 152
## 7 North… New England New … 2018 1353465 2404 21
## 8 North… New England New … 2019 1359711 2074 33
## 9 North… New England Rhod… 2018 1058287 2326 16
## 10 North… New England Rhod… 2019 1059361 2342 25
## # … with 94 more rows, and 7 more variables: `Rape(revised definition)` <dbl>,
## # Robbery <dbl>, Aggravated_assault <dbl>, Property_crime <dbl>,
## # Burglary <dbl>, Larceny_theft <dbl>, Motor_vehicle_theft <dbl>Ceci était un exemple de nettoyage de données que l’on a effectué. Pour les autres tableaux, la méthode est sensiblement la même et nous obtenons alors des données au format tidy que nous pouvons plus facilement manipuler avec R.
Par ailleurs, il est important de noter que “Burglary”, “Larceny_theft” et “Motor_vehicle_theft” sont des sous-catégories de “Property_crime”, tandis que “Murder_and_nonnegligent_manslaughter”, “Rape(revised definition)”, “Robbery”et “Aggravated_assault” sont des sous-catégories de “Violent_crime”.
3. Visualisation des données
3.1 Analyse des données pour la criminalité en fonction de l’année
Voici à quoi ressemble le tableau correspondant :
fbi_cleaned_names <- read_csv("fbi_cleaned_names.csv")##
## ── Column specification ────────────────────────────────────────────────────────
## cols(
## year = col_double(),
## population1 = col_double(),
## violent_crime2 = col_double(),
## murder_and_nonnegligent_manslaughter = col_double(),
## rape_legacy_definition_4 = col_double(),
## robbery = col_double(),
## aggravated_assault = col_double(),
## property_crime = col_double(),
## burglary = col_double(),
## larceny_theft = col_double(),
## motor_vehicle_theft = col_double()
## )fbi_cleaned_names## # A tibble: 20 x 11
## year population1 violent_crime2 murder_and_nonn… rape_legacy_def… robbery
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2000 281421906 1425486 15586 90178 408016
## 2 2001 285317559 1439480 16037 90863 423557
## 3 2002 287973924 1423677 16229 95235 420806
## 4 2003 290788976 1383676 16528 93883 414235
## 5 2004 293656842 1360088 16148 95089 401470
## 6 2005 296507061 1390745 16740 94347 417438
## 7 2006 299398484 1435123 17309 94472 449246
## 8 2007 301621157 1422970 17128 92160 447324
## 9 2008 304059724 1394461 16465 90750 443563
## 10 2009 307006550 1325896 15399 89241 408742
## 11 2010 309330219 1251248 14722 85593 369089
## 12 2011 311587816 1206005 14661 84175 354746
## 13 2012 313873685 1217057 14856 85141 355051
## 14 2013 316497531 1168298 14319 82109 345093
## 15 2014 318907401 1153022 14164 84864 322905
## 16 2015 320896618 1199310 15883 91261 328109
## 17 2016 323405935 1250162 17413 96970 332797
## 18 2017 325147121 1247917 17294 99708 320596
## 19 2018 326687501 1209997 16374 101363 281278
## 20 2019 328239523 1203808 16425 98213 267988
## # … with 5 more variables: aggravated_assault <dbl>, property_crime <dbl>,
## # burglary <dbl>, larceny_theft <dbl>, motor_vehicle_theft <dbl>On va commencer par changer le type et transformer le Data Frame en Time Series.
pass.ts <- ts(as.matrix(fbi_cleaned_names[,2:11]), start = 2000)Dans un premier temps, on veut avoir une vision d’ensemble de l’évolution de la criminalité en fonction des années.
fbi_total <- fbi_cleaned_names %>% dplyr::summarise(year = year,sum_crime = rowSums(fbi_cleaned_names[,c('violent_crime2','property_crime')]))
total.ts <- ts(as.matrix(fbi_total[,2]), start = 2000)
autoplot(total.ts, )+geom_smooth()+labs(y = 'Total Crime')## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
On remarque que la criminalité globale diminue au fil des années. Cependant, en jetant un coup d’oeil au tableau, on remarque directement que le nombre de ‘Property_crime’ est beaucoup plus élevé que le nombre de ‘Violent_crime’. Par conséquent, la courbe tracée ci-dessus est représentative de l’évolution de “Property_crime”.
On va maintenant tracer l’évolution temporelle de certains crimes dont les nombres enregistrés sont nombreux : property_crime, burglary, larceny_theft, violent_crime, motor_vehicle_theft.
autoplot(facets =TRUE, pass.ts[,c('property_crime','violent_crime2')])+geom_smooth()+labs(y='crime')## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
autoplot(facets =TRUE, pass.ts[,c('burglary', 'larceny_theft','motor_vehicle_theft')])+geom_smooth()+labs(y='crime')## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
Deux phénomènes sont visibles. On remarque que property_crime est en constante décroissance alors que violent_crime décroît à partir de 2007 mais commence à recroître à partir de 2015.
Pour le premier phénomène, on peut interpéter cela par une meilleure prospérité (au moins jusqu’à la crise de 2007 et après 2011) . Les gens ont moins ressenti l’obligation de faire des vols ou des cambriolages au fil des années. Aujourd’hui, les jeunes, majoritairement responsables de ce type de crime, passent plus de temps sur les réseaux sociaux que dehors, ce qui peut expliquer cette diminution. Cependant, il ne faut pas se tromper : les crimes liés aux cambriolages sont beaucoup plus nombreux que les crimes violents.
On peut fournir plusieurs explications au deuxième phénomène. Premièrement, on observe rapidement une constante croissance de la population depuis 2000. Souvent, une telle augmentation est due à de nouvelles naissances et un vieillissement global de la population. Par conséquent, la population vieillissante est moins encline à faire des crimes. Par ailleurs, la décroissance coïncide aussi avec l’élection d’Obama qui représentait un espoir pour l’Amérique, et notamment les minorités qui sont victimes et acteurs de la criminalité. On parle souvent de “l’effet Obama”. Cet effet a été renouvelé en 2012 lors de sa seconde élection. Cependant, cet effet s’essoufle vers 2014 et avec l’élection de Trump en 2016, violent_crime réaugmente. Cela est sûrement due à la défiance des minorités envers la politique de Trump. Par ailleurs, il faut aussi prendre en compte la récession après la crise financière de 2007 qui a sûrement joué un rôle dans cette diminution de violent_crime à cette période., les gens cherchent plutôt des moyens ‘malins’ d’arnaquer et non à commettre des crimes.
3.2 Visualisation de la criminalité en 2019
Nous allons maintenant nous concentrer sur les données de 2019, et notamment la répartition par Etats.
Dans un premier temps, on peut observer quels sont les crimes les plus commis en 2019.
x1<- c("murder_and_nonnegligent_manslaughter",
"rape_legacy_definition_4",
"robbery",
"aggravated_assault",
"burglary",
"larceny_theft",
"motor_vehicle_theft")
y1<-as.numeric(fbi_cleaned_names[20,x1])
z1 <- c("Violent", "Violent", "Violent", 'Violent', 'Property','Property', 'Property')
data <- data.frame(names = x1, value = y1, type_crime = z1)
# Barplot
ggplot(data, aes(x=(reorder(names, value)), y=value, color = type_crime)) +
geom_bar(stat = "identity") +
theme(legend.position="left")+
coord_flip()+
labs(x = 'Nom des crimes')
On remarque, comme à la partie précédente, que les crimes de propriétés sont beaucoup plus nombreux, ce qui est normal car ces crimes sont réalisés pour de l’argent et non par seul but d’agression.
Nous allons maintentant nous concentrer sur les Etats.
fbi_state <- read.csv('fbi_state.csv')
fbi_state## X Region Geographic_Division State Year Population2
## 1 1 Northeast New England Connecticut 2018 3571520
## 2 2 Northeast New England Connecticut 2019 3565287
## 3 3 Northeast New England Maine 2018 1339057
## 4 4 Northeast New England Maine 2019 1344212
## 5 5 Northeast New England Massachusetts 2018 6882635
## 6 6 Northeast New England Massachusetts 2019 6892503
## 7 7 Northeast New England New Hampshire 2018 1353465
## 8 8 Northeast New England New Hampshire 2019 1359711
## 9 9 Northeast New England Rhode Island 2018 1058287
## 10 10 Northeast New England Rhode Island 2019 1059361
## 11 11 Northeast New England Vermont 2018 624358
## 12 12 Northeast New England Vermont 2019 623989
## 13 13 Northeast Middle Atlantic New Jersey 2018 8886025
## 14 14 Northeast Middle Atlantic New Jersey 2019 8882190
## 15 15 Northeast Middle Atlantic New York 2018 19530351
## 16 16 Northeast Middle Atlantic New York 2019 19453561
## 17 17 Northeast Middle Atlantic Pennsylvania 2018 12800922
## 18 18 Northeast Middle Atlantic Pennsylvania 2019 12801989
## 19 19 Midwest East North Central Illinois 2018 12723071
## 20 20 Midwest East North Central Illinois 2019 12671821
## 21 21 Midwest East North Central Indiana 2018 6695497
## 22 22 Midwest East North Central Indiana 2019 6732219
## 23 23 Midwest East North Central Michigan 2018 9984072
## 24 24 Midwest East North Central Michigan 2019 9986857
## 25 25 Midwest East North Central Ohio 2018 11676341
## 26 26 Midwest East North Central Ohio 2019 11689100
## 27 27 Midwest East North Central Wisconsin 2018 5807406
## 28 28 Midwest East North Central Wisconsin 2019 5822434
## 29 29 Midwest West North Central Iowa5 2018 3148618
## 30 30 Midwest West North Central Iowa5 2019 3155070
## 31 31 Midwest West North Central Kansas 2018 2911359
## 32 32 Midwest West North Central Kansas 2019 2913314
## 33 33 Midwest West North Central Minnesota 2018 5606249
## 34 34 Midwest West North Central Minnesota 2019 5639632
## 35 35 Midwest West North Central Missouri 2018 6121623
## 36 36 Midwest West North Central Missouri 2019 6137428
## 37 37 Midwest West North Central Nebraska 2018 1925614
## 38 38 Midwest West North Central Nebraska 2019 1934408
## 39 39 Midwest West North Central North Dakota 2018 758080
## 40 40 Midwest West North Central North Dakota 2019 762062
## 41 41 Midwest West North Central South Dakota 2018 878698
## 42 42 Midwest West North Central South Dakota 2019 884659
## 43 43 South South Atlantic Delaware 2018 965479
## 44 44 South South Atlantic Delaware 2019 973764
## 45 45 South South Atlantic District of Columbia 2018 701547
## 46 46 South South Atlantic District of Columbia 2019 705749
## 47 47 South South Atlantic Florida 2018 21244317
## 48 48 South South Atlantic Florida 2019 21477737
## 49 49 South South Atlantic Georgia 2018 10511131
## 50 50 South South Atlantic Georgia 2019 10617423
## 51 51 South South Atlantic Maryland 2018 6035802
## 52 52 South South Atlantic Maryland 2019 6045680
## 53 53 South South Atlantic North Carolina 2018 10381615
## 54 54 South South Atlantic North Carolina 2019 10488084
## 55 55 South South Atlantic South Carolina 2018 5084156
## 56 56 South South Atlantic South Carolina 2019 5148714
## 57 57 South South Atlantic Virginia 2018 8501286
## 58 58 South South Atlantic Virginia 2019 8535519
## 59 59 South South Atlantic West Virginia 2018 1804291
## 60 60 South South Atlantic West Virginia 2019 1792147
## 61 61 South East South Central Alabama 2018 4887681
## 62 62 South East South Central Alabama 2019 4903185
## 63 63 South East South Central Kentucky 2018 4461153
## 64 64 South East South Central Kentucky 2019 4467673
## 65 65 South East South Central Mississippi 2018 2981020
## 66 66 South East South Central Mississippi 2019 2976149
## 67 67 South East South Central Tennessee 2018 6771631
## 68 68 South East South Central Tennessee 2019 6829174
## 69 69 South West South Central Arkansas 2018 3009733
## 70 70 South West South Central Arkansas 2019 3017804
## 71 71 South West South Central Louisiana 2018 4659690
## 72 72 South West South Central Louisiana 2019 4648794
## 73 73 South West South Central Oklahoma 2018 3940235
## 74 74 South West South Central Oklahoma 2019 3956971
## 75 75 South West South Central Texas 2018 28628666
## 76 76 South West South Central Texas 2019 28995881
## 77 77 West Mountain Arizona 2018 7158024
## 78 78 West Mountain Arizona 2019 7278717
## 79 79 West Mountain Colorado 2018 5691287
## 80 80 West Mountain Colorado 2019 5758736
## 81 81 West Mountain Idaho 2018 1750536
## 82 82 West Mountain Idaho 2019 1787065
## 83 83 West Mountain Montana 2018 1060665
## 84 84 West Mountain Montana 2019 1068778
## 85 85 West Mountain Nevada 2018 3027341
## 86 86 West Mountain Nevada 2019 3080156
## 87 87 West Mountain New Mexico 2018 2092741
## 88 88 West Mountain New Mexico 2019 2096829
## 89 89 West Mountain Utah 2018 3153550
## 90 90 West Mountain Utah 2019 3205958
## 91 91 West Mountain Wyoming 2018 577601
## 92 92 West Mountain Wyoming 2019 578759
## 93 93 West Pacific Alaska 2018 735139
## 94 94 West Pacific Alaska 2019 731545
## 95 95 West Pacific California 2018 39461588
## 96 96 West Pacific California 2019 39512223
## 97 97 West Pacific Hawaii 2018 1420593
## 98 98 West Pacific Hawaii 2019 1415872
## 99 99 West Pacific Oregon 2018 4181886
## 100 100 West Pacific Oregon 2019 4217737
## 101 101 West Pacific Washington 2018 7523869
## 102 102 West Pacific Washington 2019 7614893
## 103 103 West Pacific Puerto Rico 2018 3193354
## 104 104 West Pacific Puerto Rico 2019 3193694
## Violent.crime3 Murder.and..nonnegligent..manslaughter
## 1 7485 86
## 2 6546 104
## 3 1500 23
## 4 1548 20
## 5 23424 138
## 6 22578 152
## 7 2404 21
## 8 2074 33
## 9 2326 16
## 10 2342 25
## 11 1155 11
## 12 1262 11
## 13 18536 285
## 14 18375 262
## 15 68512 562
## 16 69764 558
## 17 39099 784
## 18 39228 669
## 19 52343 902
## 20 51561 832
## 21 25009 418
## 22 24966 377
## 23 45176 555
## 24 43686 556
## 25 34426 596
## 26 34269 538
## 27 17365 175
## 28 17070 175
## 29 8303 70
## 30 8410 60
## 31 12861 122
## 32 11968 105
## 33 12403 107
## 34 13332 117
## 35 30696 599
## 36 30380 568
## 37 5583 44
## 38 5821 45
## 39 2154 18
## 40 2169 24
## 41 3483 12
## 42 3530 17
## 43 4079 46
## 44 4115 48
## 45 6995 160
## 46 7403 166
## 47 81980 1107
## 48 81270 1122
## 49 35619 647
## 50 36170 654
## 51 28330 491
## 52 27456 542
## 53 36980 574
## 54 38995 632
## 55 25463 411
## 56 26323 464
## 57 17357 417
## 58 17753 426
## 59 5411 76
## 60 5674 78
## 61 25567 383
## 62 25046 358
## 63 9719 250
## 64 9701 221
## 65 7929 214
## 66 8272 332
## 67 42687 508
## 68 40647 498
## 69 16904 222
## 70 17643 242
## 71 25314 533
## 72 25537 544
## 73 18701 215
## 74 17086 266
## 75 118197 1327
## 76 121474 1409
## 77 34053 383
## 78 33141 365
## 79 22851 215
## 80 21938 218
## 81 4196 34
## 82 4000 35
## 83 4040 37
## 84 4328 27
## 85 16715 202
## 86 15210 143
## 87 17637 153
## 88 17450 181
## 89 7551 63
## 90 7553 72
## 91 1235 14
## 92 1258 13
## 93 6555 47
## 94 6343 69
## 95 176604 1739
## 96 174331 1690
## 97 3622 40
## 98 4042 48
## 99 12146 86
## 100 11995 116
## 101 23719 236
## 102 22377 198
## 103 6417 639
## 104 6479 606
## Rape..revised.definition.4 Robbery Aggravated.assault Property.crime
## 1 873 2205 4321 59356
## 2 771 1929 3742 50862
## 3 447 228 802 18201
## 4 516 188 824 16743
## 5 2465 4084 16737 87658
## 6 2204 3613 16609 81317
## 7 578 342 1463 17201
## 8 590 313 1138 16442
## 9 494 453 1363 17625
## 10 491 418 1408 16259
## 11 326 73 745 8211
## 12 278 71 902 8888
## 13 1424 6364 10463 125155
## 14 1531 5730 10852 118637
## 15 6577 18191 43182 281543
## 16 6583 18068 44555 267155
## 17 4490 9854 23971 190633
## 18 4351 9743 24465 179665
## 19 6106 14251 31084 246679
## 20 6078 12464 32187 233984
## 21 2486 5737 16368 146948
## 22 2475 5331 16783 132694
## 23 7901 5638 31082 166186
## 24 7235 5350 30545 158296
## 25 5852 9608 18370 257848
## 26 5731 8846 19154 240291
## 27 2333 3493 11364 91238
## 28 2261 2991 11643 85672
## 29 1126 989 6118 57024
## 30 1164 863 6323 54699
## 31 1664 1420 9655 77449
## 32 1416 1293 9154 67428
## 33 2475 2946 6875 112186
## 34 2448 3149 7618 117236
## 35 2935 5206 21956 162698
## 36 2917 4959 21936 161946
## 37 1290 736 3513 40193
## 38 1253 792 3731 39449
## 39 409 158 1569 15621
## 40 437 179 1529 15066
## 41 617 222 2632 15191
## 42 642 195 2676 15667
## 43 334 861 2838 22405
## 44 310 790 2967 21931
## 45 450 2415 3970 30726
## 46 345 2713 4179 30821
## 47 8438 16884 55551 486017
## 48 8456 16217 55475 460846
## 49 2798 8499 23675 277803
## 50 2922 7961 24633 252249
## 51 1991 9716 16132 122945
## 52 1913 9203 15798 117901
## 53 2633 7573 26200 243323
## 54 3247 7599 27517 247236
## 55 2650 3592 18810 156330
## 56 2460 3294 20105 151389
## 57 3072 3610 10258 142931
## 58 2816 3524 10987 140213
## 59 716 333 4286 27888
## 60 754 378 4464 28376
## 61 2032 4047 19105 138702
## 62 2068 3941 18679 131133
## 63 1875 2469 5125 89235
## 64 1572 2161 5747 84769
## 65 596 1700 5419 71701
## 66 747 1700 5493 70707
## 67 3011 7222 31946 192897
## 68 2813 6150 31186 181153
## 69 2341 1593 12748 89177
## 70 2331 1557 13513 86250
## 71 2105 4600 18076 152996
## 72 2273 4025 18695 146993
## 73 2431 2805 13250 114395
## 74 2268 2369 12183 112587
## 75 15098 28339 73433 681143
## 76 14824 28988 76253 693204
## 77 3605 6509 23556 192730
## 78 3662 6410 22704 177638
## 79 4328 3781 14527 154292
## 80 3872 3663 14185 149189
## 81 927 195 3040 25822
## 82 809 155 3001 21793
## 83 569 270 3164 26787
## 84 624 205 3472 23440
## 85 2329 3862 10322 73998
## 86 2161 3286 9620 71525
## 87 1302 2646 13536 70722
## 88 1288 2341 13640 65269
## 89 1854 1237 4397 76294
## 90 1822 1125 4534 69546
## 91 261 75 885 10308
## 92 324 67 854 9093
## 93 1212 896 4400 24345
## 94 1088 826 4360 21294
## 95 15506 54328 105031 941644
## 96 14799 52301 105541 921114
## 97 709 951 1922 41027
## 98 765 1131 2098 40228
## 99 2114 2515 7431 122401
## 100 1778 2276 7825 115170
## 101 3610 5557 14316 223256
## 102 3332 5147 13700 204224
## 103 198 2271 3309 24851
## 104 215 2121 3537 22441
## Burglary Larceny.theft Motor.vehicle.theft
## 1 7983 44181 7192
## 2 6441 38457 5964
## 3 2712 14712 777
## 4 2350 13667 726
## 5 14095 66968 6595
## 6 12341 62844 6132
## 7 1908 14396 897
## 8 1717 13832 893
## 9 2817 13270 1538
## 10 2321 12580 1358
## 11 1496 6451 264
## 12 1275 7315 298
## 13 19232 94886 11037
## 14 16399 91902 10336
## 15 31158 237243 13142
## 16 27600 226851 12704
## 17 27054 150441 13138
## 18 23354 143921 12390
## 19 39317 187517 19845
## 20 34433 180776 18775
## 21 25894 105861 15193
## 22 21795 97176 13723
## 23 31834 116876 17476
## 24 28572 111980 17744
## 25 49456 188433 19959
## 26 43894 177725 18672
## 27 14180 68380 8678
## 28 12667 65620 7385
## 29 12433 39498 5093
## 30 11710 37847 5142
## 31 12792 56726 7931
## 32 9984 50165 7279
## 33 16206 85849 10131
## 34 15927 90092 11217
## 35 27345 115506 19847
## 36 26414 114460 21072
## 37 5308 29987 4898
## 38 4745 29719 4985
## 39 2742 11088 1791
## 40 2608 10666 1792
## 41 2502 11237 1452
## 42 2646 11265 1756
## 43 3154 17780 1471
## 44 2968 17359 1604
## 45 1788 26345 2593
## 46 1843 26645 2333
## 47 71933 372919 41165
## 48 63396 358402 39048
## 49 46816 205631 25356
## 50 39506 188967 23776
## 51 18910 91887 12148
## 52 16862 89780 11259
## 53 57450 169376 16497
## 54 54447 174728 18061
## 55 29957 111427 14946
## 56 27461 108953 14975
## 57 15659 116496 10776
## 58 13900 116044 10269
## 59 5916 19783 2189
## 60 5891 20066 2419
## 61 29101 96328 13273
## 62 26079 92477 12577
## 63 17462 61313 10460
## 64 15443 59130 10196
## 65 20355 46201 5145
## 66 18660 46300 5747
## 67 33538 138710 20649
## 68 29869 132104 19180
## 69 19520 62350 7307
## 70 18095 60735 7420
## 71 31291 110066 11639
## 72 26918 109359 10716
## 73 27178 73799 13418
## 74 26577 72632 13378
## 75 117897 493238 70008
## 76 113902 501813 77489
## 77 31787 141789 19154
## 78 28699 130788 18151
## 79 21757 110518 22017
## 80 20064 107012 22113
## 81 4990 18876 1956
## 82 3927 16295 1571
## 83 3329 20641 2817
## 84 2887 18176 2377
## 85 17741 44341 11916
## 86 15510 44755 11260
## 87 16102 44592 10028
## 88 14610 41702 8957
## 89 10079 58406 7809
## 90 8871 53937 6738
## 91 1551 7974 783
## 92 1396 6984 713
## 93 3985 16364 3996
## 94 3563 15114 2617
## 95 164645 621779 155220
## 96 152555 626802 141757
## 97 5709 29600 5718
## 98 5340 29634 5254
## 99 16515 89191 16695
## 100 14724 85261 15185
## 101 40434 154941 27881
## 102 34540 145282 24402
## 103 5486 15658 3707
## 104 4291 14483 3667fbi_state <- fbi_state %>% filter(Year %in% c('2019'))
fbi_state## X Region Geographic_Division State Year Population2
## 1 2 Northeast New England Connecticut 2019 3565287
## 2 4 Northeast New England Maine 2019 1344212
## 3 6 Northeast New England Massachusetts 2019 6892503
## 4 8 Northeast New England New Hampshire 2019 1359711
## 5 10 Northeast New England Rhode Island 2019 1059361
## 6 12 Northeast New England Vermont 2019 623989
## 7 14 Northeast Middle Atlantic New Jersey 2019 8882190
## 8 16 Northeast Middle Atlantic New York 2019 19453561
## 9 18 Northeast Middle Atlantic Pennsylvania 2019 12801989
## 10 20 Midwest East North Central Illinois 2019 12671821
## 11 22 Midwest East North Central Indiana 2019 6732219
## 12 24 Midwest East North Central Michigan 2019 9986857
## 13 26 Midwest East North Central Ohio 2019 11689100
## 14 28 Midwest East North Central Wisconsin 2019 5822434
## 15 30 Midwest West North Central Iowa5 2019 3155070
## 16 32 Midwest West North Central Kansas 2019 2913314
## 17 34 Midwest West North Central Minnesota 2019 5639632
## 18 36 Midwest West North Central Missouri 2019 6137428
## 19 38 Midwest West North Central Nebraska 2019 1934408
## 20 40 Midwest West North Central North Dakota 2019 762062
## 21 42 Midwest West North Central South Dakota 2019 884659
## 22 44 South South Atlantic Delaware 2019 973764
## 23 46 South South Atlantic District of Columbia 2019 705749
## 24 48 South South Atlantic Florida 2019 21477737
## 25 50 South South Atlantic Georgia 2019 10617423
## 26 52 South South Atlantic Maryland 2019 6045680
## 27 54 South South Atlantic North Carolina 2019 10488084
## 28 56 South South Atlantic South Carolina 2019 5148714
## 29 58 South South Atlantic Virginia 2019 8535519
## 30 60 South South Atlantic West Virginia 2019 1792147
## 31 62 South East South Central Alabama 2019 4903185
## 32 64 South East South Central Kentucky 2019 4467673
## 33 66 South East South Central Mississippi 2019 2976149
## 34 68 South East South Central Tennessee 2019 6829174
## 35 70 South West South Central Arkansas 2019 3017804
## 36 72 South West South Central Louisiana 2019 4648794
## 37 74 South West South Central Oklahoma 2019 3956971
## 38 76 South West South Central Texas 2019 28995881
## 39 78 West Mountain Arizona 2019 7278717
## 40 80 West Mountain Colorado 2019 5758736
## 41 82 West Mountain Idaho 2019 1787065
## 42 84 West Mountain Montana 2019 1068778
## 43 86 West Mountain Nevada 2019 3080156
## 44 88 West Mountain New Mexico 2019 2096829
## 45 90 West Mountain Utah 2019 3205958
## 46 92 West Mountain Wyoming 2019 578759
## 47 94 West Pacific Alaska 2019 731545
## 48 96 West Pacific California 2019 39512223
## 49 98 West Pacific Hawaii 2019 1415872
## 50 100 West Pacific Oregon 2019 4217737
## 51 102 West Pacific Washington 2019 7614893
## 52 104 West Pacific Puerto Rico 2019 3193694
## Violent.crime3 Murder.and..nonnegligent..manslaughter
## 1 6546 104
## 2 1548 20
## 3 22578 152
## 4 2074 33
## 5 2342 25
## 6 1262 11
## 7 18375 262
## 8 69764 558
## 9 39228 669
## 10 51561 832
## 11 24966 377
## 12 43686 556
## 13 34269 538
## 14 17070 175
## 15 8410 60
## 16 11968 105
## 17 13332 117
## 18 30380 568
## 19 5821 45
## 20 2169 24
## 21 3530 17
## 22 4115 48
## 23 7403 166
## 24 81270 1122
## 25 36170 654
## 26 27456 542
## 27 38995 632
## 28 26323 464
## 29 17753 426
## 30 5674 78
## 31 25046 358
## 32 9701 221
## 33 8272 332
## 34 40647 498
## 35 17643 242
## 36 25537 544
## 37 17086 266
## 38 121474 1409
## 39 33141 365
## 40 21938 218
## 41 4000 35
## 42 4328 27
## 43 15210 143
## 44 17450 181
## 45 7553 72
## 46 1258 13
## 47 6343 69
## 48 174331 1690
## 49 4042 48
## 50 11995 116
## 51 22377 198
## 52 6479 606
## Rape..revised.definition.4 Robbery Aggravated.assault Property.crime
## 1 771 1929 3742 50862
## 2 516 188 824 16743
## 3 2204 3613 16609 81317
## 4 590 313 1138 16442
## 5 491 418 1408 16259
## 6 278 71 902 8888
## 7 1531 5730 10852 118637
## 8 6583 18068 44555 267155
## 9 4351 9743 24465 179665
## 10 6078 12464 32187 233984
## 11 2475 5331 16783 132694
## 12 7235 5350 30545 158296
## 13 5731 8846 19154 240291
## 14 2261 2991 11643 85672
## 15 1164 863 6323 54699
## 16 1416 1293 9154 67428
## 17 2448 3149 7618 117236
## 18 2917 4959 21936 161946
## 19 1253 792 3731 39449
## 20 437 179 1529 15066
## 21 642 195 2676 15667
## 22 310 790 2967 21931
## 23 345 2713 4179 30821
## 24 8456 16217 55475 460846
## 25 2922 7961 24633 252249
## 26 1913 9203 15798 117901
## 27 3247 7599 27517 247236
## 28 2460 3294 20105 151389
## 29 2816 3524 10987 140213
## 30 754 378 4464 28376
## 31 2068 3941 18679 131133
## 32 1572 2161 5747 84769
## 33 747 1700 5493 70707
## 34 2813 6150 31186 181153
## 35 2331 1557 13513 86250
## 36 2273 4025 18695 146993
## 37 2268 2369 12183 112587
## 38 14824 28988 76253 693204
## 39 3662 6410 22704 177638
## 40 3872 3663 14185 149189
## 41 809 155 3001 21793
## 42 624 205 3472 23440
## 43 2161 3286 9620 71525
## 44 1288 2341 13640 65269
## 45 1822 1125 4534 69546
## 46 324 67 854 9093
## 47 1088 826 4360 21294
## 48 14799 52301 105541 921114
## 49 765 1131 2098 40228
## 50 1778 2276 7825 115170
## 51 3332 5147 13700 204224
## 52 215 2121 3537 22441
## Burglary Larceny.theft Motor.vehicle.theft
## 1 6441 38457 5964
## 2 2350 13667 726
## 3 12341 62844 6132
## 4 1717 13832 893
## 5 2321 12580 1358
## 6 1275 7315 298
## 7 16399 91902 10336
## 8 27600 226851 12704
## 9 23354 143921 12390
## 10 34433 180776 18775
## 11 21795 97176 13723
## 12 28572 111980 17744
## 13 43894 177725 18672
## 14 12667 65620 7385
## 15 11710 37847 5142
## 16 9984 50165 7279
## 17 15927 90092 11217
## 18 26414 114460 21072
## 19 4745 29719 4985
## 20 2608 10666 1792
## 21 2646 11265 1756
## 22 2968 17359 1604
## 23 1843 26645 2333
## 24 63396 358402 39048
## 25 39506 188967 23776
## 26 16862 89780 11259
## 27 54447 174728 18061
## 28 27461 108953 14975
## 29 13900 116044 10269
## 30 5891 20066 2419
## 31 26079 92477 12577
## 32 15443 59130 10196
## 33 18660 46300 5747
## 34 29869 132104 19180
## 35 18095 60735 7420
## 36 26918 109359 10716
## 37 26577 72632 13378
## 38 113902 501813 77489
## 39 28699 130788 18151
## 40 20064 107012 22113
## 41 3927 16295 1571
## 42 2887 18176 2377
## 43 15510 44755 11260
## 44 14610 41702 8957
## 45 8871 53937 6738
## 46 1396 6984 713
## 47 3563 15114 2617
## 48 152555 626802 141757
## 49 5340 29634 5254
## 50 14724 85261 15185
## 51 34540 145282 24402
## 52 4291 14483 3667library(maps)##
## Attaching package: 'maps'## The following object is masked from 'package:fma':
##
## ozone## The following object is masked from 'package:cluster':
##
## votes.repub## The following object is masked from 'package:purrr':
##
## mapus_states <- map_data("state")
fbi_state$region <- tolower(fbi_state$State)
us_states_crime <- left_join(us_states, fbi_state)## Joining, by = "region"(us_states_crime)## long lat group order region subregion X
## 1 -87.46201 30.38968 1 1 alabama <NA> 62
## 2 -87.48493 30.37249 1 2 alabama <NA> 62
## 3 -87.52503 30.37249 1 3 alabama <NA> 62
## 4 -87.53076 30.33239 1 4 alabama <NA> 62
## 5 -87.57087 30.32665 1 5 alabama <NA> 62
## 6 -87.58806 30.32665 1 6 alabama <NA> 62
## 7 -87.59379 30.30947 1 7 alabama <NA> 62
## 8 -87.59379 30.28655 1 8 alabama <NA> 62
## 9 -87.67400 30.27509 1 9 alabama <NA> 62
## 10 -87.81152 30.25790 1 10 alabama <NA> 62
## 11 -87.88026 30.24644 1 11 alabama <NA> 62
## 12 -87.92037 30.24644 1 12 alabama <NA> 62
## 13 -87.95475 30.24644 1 13 alabama <NA> 62
## 14 -88.00632 30.24071 1 14 alabama <NA> 62
## 15 -88.01778 30.25217 1 15 alabama <NA> 62
## 16 -88.01205 30.26936 1 16 alabama <NA> 62
## 17 -87.99486 30.27509 1 17 alabama <NA> 62
## 18 -87.95475 30.27509 1 18 alabama <NA> 62
## 19 -87.90318 30.28082 1 19 alabama <NA> 62
## 20 -87.82870 30.28655 1 20 alabama <NA> 62
## 21 -87.80006 30.28655 1 21 alabama <NA> 62
## 22 -87.80006 30.32665 1 22 alabama <NA> 62
## 23 -87.81724 30.34385 1 23 alabama <NA> 62
## 24 -87.84016 30.38395 1 24 alabama <NA> 62
## 25 -87.85162 30.40114 1 25 alabama <NA> 62
## 26 -87.87453 30.41260 1 26 alabama <NA> 62
## 27 -87.90318 30.42406 1 27 alabama <NA> 62
## 28 -87.92610 30.44698 1 28 alabama <NA> 62
## 29 -87.93183 30.49281 1 29 alabama <NA> 62
## 30 -87.94329 30.52719 1 30 alabama <NA> 62
## 31 -87.92037 30.56157 1 31 alabama <NA> 62
## 32 -87.91464 30.58449 1 32 alabama <NA> 62
## 33 -87.92610 30.61886 1 33 alabama <NA> 62
## 34 -87.92037 30.67043 1 34 alabama <NA> 62
## 35 -87.94902 30.69908 1 35 alabama <NA> 62
## 36 -87.98913 30.79075 1 36 alabama <NA> 62
## 37 -88.00632 30.79648 1 37 alabama <NA> 62
## 38 -88.01778 30.80221 1 38 alabama <NA> 62
## 39 -88.03497 30.79075 1 39 alabama <NA> 62
## 40 -88.04642 30.75638 1 40 alabama <NA> 62
## 41 -88.05215 30.72773 1 41 alabama <NA> 62
## 42 -88.05215 30.71054 1 42 alabama <NA> 62
## 43 -88.06361 30.68762 1 43 alabama <NA> 62
## 44 -88.06934 30.68189 1 44 alabama <NA> 62
## 45 -88.08080 30.63033 1 45 alabama <NA> 62
## 46 -88.08080 30.61314 1 46 alabama <NA> 62
## 47 -88.09799 30.60741 1 47 alabama <NA> 62
## 48 -88.10944 30.59595 1 48 alabama <NA> 62
## 49 -88.11518 30.58449 1 49 alabama <NA> 62
## 50 -88.10944 30.55584 1 50 alabama <NA> 62
## 51 -88.12091 30.48136 1 51 alabama <NA> 62
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## 1837 -82.50020 27.70251 9 1845 florida <NA> 48
## 1838 -82.47727 27.71397 9 1846 florida <NA> 48
## 1839 -82.47154 27.72543 9 1847 florida <NA> 48
## 1840 -82.47727 27.74834 9 1848 florida <NA> 48
## 1841 -82.47727 27.75980 9 1849 florida <NA> 48
## 1842 -82.46581 27.77126 9 1850 florida <NA> 48
## 1843 -82.43143 27.78272 9 1851 florida <NA> 48
## 1844 -82.38560 27.84575 9 1852 florida <NA> 48
## 1845 -82.39133 27.86294 9 1853 florida <NA> 48
## 1846 -82.39706 27.87440 9 1854 florida <NA> 48
## 1847 -82.40852 27.88586 9 1855 florida <NA> 48
## 1848 -82.41425 27.91450 9 1856 florida <NA> 48
## 1849 -82.40852 27.94315 9 1857 florida <NA> 48
## 1850 -82.43143 27.94888 9 1858 florida <NA> 48
## 1851 -82.43716 27.96034 9 1859 florida <NA> 48
## 1852 -82.44862 27.96034 9 1860 florida <NA> 48
## 1853 -82.46009 27.95461 9 1861 florida <NA> 48
## 1854 -82.46581 27.93169 9 1862 florida <NA> 48
## 1855 -82.48300 27.90878 9 1863 florida <NA> 48
## 1856 -82.47727 27.86867 9 1864 florida <NA> 48
## 1857 -82.48300 27.85148 9 1865 florida <NA> 48
## 1858 -82.49446 27.84002 9 1866 florida <NA> 48
## 1859 -82.51165 27.84575 9 1867 florida <NA> 48
## 1860 -82.52311 27.85148 9 1868 florida <NA> 48
## 1861 -82.54030 27.87440 9 1869 florida <NA> 48
## 1862 -82.54030 27.89732 9 1870 florida <NA> 48
## 1863 -82.54030 27.93169 9 1871 florida <NA> 48
## 1864 -82.54030 27.96034 9 1872 florida <NA> 48
## 1865 -82.56322 27.97753 9 1873 florida <NA> 48
## 1866 -82.60332 27.98899 9 1874 florida <NA> 48
## 1867 -82.62051 28.00618 9 1875 florida <NA> 48
## 1868 -82.63770 28.01764 9 1876 florida <NA> 48
## 1869 -82.65489 28.01191 9 1877 florida <NA> 48
## 1870 -82.66062 28.01191 9 1878 florida <NA> 48
## 1871 -82.67781 28.02337 9 1879 florida <NA> 48
## 1872 -82.68354 28.04055 9 1880 florida <NA> 48
## 1873 -82.69500 28.04628 9 1881 florida <NA> 48
## 1874 -82.70073 28.04055 9 1882 florida <NA> 48
## 1875 -82.70646 28.00045 9 1883 florida <NA> 48
## 1876 -82.70646 27.97753 9 1884 florida <NA> 48
## 1877 -82.71791 27.96607 9 1885 florida <NA> 48
## 1878 -82.72938 27.96034 9 1886 florida <NA> 48
## 1879 -82.72938 27.93742 9 1887 florida <NA> 48
## 1880 -82.71791 27.93169 9 1888 florida <NA> 48
## 1881 -82.67207 27.92023 9 1889 florida <NA> 48
## 1882 -82.65489 27.89158 9 1890 florida <NA> 48
## 1883 -82.63197 27.88586 9 1891 florida <NA> 48
## 1884 -82.62624 27.87440 9 1892 florida <NA> 48
## 1885 -82.63770 27.86294 9 1893 florida <NA> 48
## 1886 -82.63770 27.85721 9 1894 florida <NA> 48
## 1887 -82.63197 27.83429 9 1895 florida <NA> 48
## 1888 -82.63197 27.80564 9 1896 florida <NA> 48
## 1889 -82.63770 27.78845 9 1897 florida <NA> 48
## 1890 -82.63770 27.77699 9 1898 florida <NA> 48
## 1891 -82.63770 27.74834 9 1899 florida <NA> 48
## 1892 -82.64343 27.72543 9 1900 florida <NA> 48
## 1893 -82.66062 27.71970 9 1901 florida <NA> 48
## 1894 -82.68354 27.71970 9 1902 florida <NA> 48
## 1895 -82.69500 27.73116 9 1903 florida <NA> 48
## 1896 -82.70073 27.74262 9 1904 florida <NA> 48
## 1897 -82.71791 27.74834 9 1905 florida <NA> 48
## 1898 -82.73511 27.75408 9 1906 florida <NA> 48
## 1899 -82.75230 27.76554 9 1907 florida <NA> 48
## 1900 -82.75802 27.77699 9 1908 florida <NA> 48
## 1901 -82.76949 27.83429 9 1909 florida <NA> 48
## 1902 -82.77522 27.84575 9 1910 florida <NA> 48
## 1903 -82.78667 27.85148 9 1911 florida <NA> 48
## 1904 -82.80386 27.85148 9 1912 florida <NA> 48
## 1905 -82.80959 27.83429 9 1913 florida <NA> 48
## 1906 -82.82105 27.83429 9 1914 florida <NA> 48
## 1907 -82.82678 27.84002 9 1915 florida <NA> 48
## 1908 -82.84396 27.86867 9 1916 florida <NA> 48
## 1909 -82.84969 27.90304 9 1917 florida <NA> 48
## 1910 -82.84969 27.92596 9 1918 florida <NA> 48
## 1911 -82.83251 27.96034 9 1919 florida <NA> 48
## 1912 -82.80386 28.01191 9 1920 florida <NA> 48
## 1913 -82.78667 28.05201 9 1921 florida <NA> 48
## 1914 -82.78667 28.09212 9 1922 florida <NA> 48
## 1915 -82.78667 28.12650 9 1923 florida <NA> 48
## 1916 -82.79813 28.17233 9 1924 florida <NA> 48
## 1917 -82.79813 28.18952 9 1925 florida <NA> 48
## 1918 -82.77522 28.21244 9 1926 florida <NA> 48
## 1919 -82.74084 28.26974 9 1927 florida <NA> 48
## 1920 -82.73511 28.27547 9 1928 florida <NA> 48
## 1921 -82.72938 28.30412 9 1929 florida <NA> 48
## 1922 -82.72938 28.34422 9 1930 florida <NA> 48
## 1923 -82.71791 28.37287 9 1931 florida <NA> 48
## 1924 -82.70646 28.39579 9 1932 florida <NA> 48
## 1925 -82.70073 28.41871 9 1933 florida <NA> 48
## 1926 -82.68354 28.44163 9 1934 florida <NA> 48
## 1927 -82.67781 28.45881 9 1935 florida <NA> 48
## 1928 -82.68927 28.47600 9 1936 florida <NA> 48
## 1929 -82.67781 28.51611 9 1937 florida <NA> 48
## 1930 -82.66635 28.52757 9 1938 florida <NA> 48
## 1931 -82.66062 28.55049 9 1939 florida <NA> 48
## 1932 -82.66062 28.58486 9 1940 florida <NA> 48
## 1933 -82.67207 28.61924 9 1941 florida <NA> 48
## 1934 -82.67207 28.64216 9 1942 florida <NA> 48
## 1935 -82.66635 28.65935 9 1943 florida <NA> 48
## 1936 -82.65489 28.67081 9 1944 florida <NA> 48
## 1937 -82.63770 28.69945 9 1945 florida <NA> 48
## 1938 -82.63770 28.71665 9 1946 florida <NA> 48
## 1939 -82.65489 28.73956 9 1947 florida <NA> 48
## 1940 -82.65489 28.75675 9 1948 florida <NA> 48
## 1941 -82.64343 28.77394 9 1949 florida <NA> 48
## 1942 -82.64343 28.78540 9 1950 florida <NA> 48
## 1943 -82.64343 28.80259 9 1951 florida <NA> 48
## 1944 -82.66635 28.80832 9 1952 florida <NA> 48
## 1945 -82.68354 28.81405 9 1953 florida <NA> 48
## 1946 -82.69500 28.82551 9 1954 florida <NA> 48
## 1947 -82.69500 28.83697 9 1955 florida <NA> 48
## 1948 -82.69500 28.84270 9 1956 florida <NA> 48
## 1949 -82.68927 28.85988 9 1957 florida <NA> 48
## 1950 -82.67781 28.86561 9 1958 florida <NA> 48
## 1951 -82.65489 28.86561 9 1959 florida <NA> 48
## 1952 -82.63770 28.86561 9 1960 florida <NA> 48
## 1953 -82.62624 28.87707 9 1961 florida <NA> 48
## 1954 -82.62051 28.88853 9 1962 florida <NA> 48
## 1955 -82.63197 28.89999 9 1963 florida <NA> 48
## 1956 -82.65489 28.92291 9 1964 florida <NA> 48
## 1957 -82.69500 28.94010 9 1965 florida <NA> 48
## 1958 -82.71219 28.95729 9 1966 florida <NA> 48
## 1959 -82.72365 28.96874 9 1967 florida <NA> 48
## 1960 -82.72365 28.99739 9 1968 florida <NA> 48
## 1961 -82.73511 29.00885 9 1969 florida <NA> 48
## 1962 -82.74657 29.03177 9 1970 florida <NA> 48
## 1963 -82.74084 29.05469 9 1971 florida <NA> 48
## 1964 -82.74084 29.06615 9 1972 florida <NA> 48
## 1965 -82.74657 29.07188 9 1973 florida <NA> 48
## 1966 -82.75802 29.08334 9 1974 florida <NA> 48
## 1967 -82.79240 29.08907 9 1975 florida <NA> 48
## 1968 -82.80386 29.09480 9 1976 florida <NA> 48
## 1969 -82.80959 29.11771 9 1977 florida <NA> 48
## 1970 -82.80386 29.14063 9 1978 florida <NA> 48
## 1971 -82.79813 29.15209 9 1979 florida <NA> 48
## 1972 -82.80959 29.16928 9 1980 florida <NA> 48
## 1973 -82.84969 29.17501 9 1981 florida <NA> 48
## 1974 -82.88407 29.17501 9 1982 florida <NA> 48
## 1975 -82.97575 29.18647 9 1983 florida <NA> 48
## 1976 -83.01012 29.18647 9 1984 florida <NA> 48
## 1977 -83.04450 29.19793 9 1985 florida <NA> 48
## 1978 -83.06742 29.20939 9 1986 florida <NA> 48
## 1979 -83.07315 29.22658 9 1987 florida <NA> 48
## 1980 -83.07315 29.24376 9 1988 florida <NA> 48
## 1981 -83.06742 29.26095 9 1989 florida <NA> 48
## 1982 -83.09034 29.28960 9 1990 florida <NA> 48
## 1983 -83.11899 29.29533 9 1991 florida <NA> 48
## 1984 -83.14191 29.29533 9 1992 florida <NA> 48
## 1985 -83.15337 29.30679 9 1993 florida <NA> 48
## 1986 -83.16483 29.33544 9 1994 florida <NA> 48
## 1987 -83.16483 29.36409 9 1995 florida <NA> 48
## 1988 -83.18774 29.39847 9 1996 florida <NA> 48
## 1989 -83.21066 29.42138 9 1997 florida <NA> 48
## 1990 -83.23358 29.43857 9 1998 florida <NA> 48
## 1991 -83.25076 29.44430 9 1999 florida <NA> 48
## 1992 -83.26796 29.44430 9 2000 florida <NA> 48
## 1993 -83.27942 29.44430 9 2001 florida <NA> 48
## 1994 -83.29660 29.43857 9 2002 florida <NA> 48
## 1995 -83.30806 29.45576 9 2003 florida <NA> 48
## 1996 -83.31380 29.47295 9 2004 florida <NA> 48
## 1997 -83.33098 29.49587 9 2005 florida <NA> 48
## 1998 -83.34817 29.50160 9 2006 florida <NA> 48
## 1999 -83.37109 29.51306 9 2007 florida <NA> 48
## 2000 -83.38828 29.52451 9 2008 florida <NA> 48
## 2001 -83.39973 29.53597 9 2009 florida <NA> 48
## 2002 -83.39400 29.57608 9 2010 florida <NA> 48
## 2003 -83.39973 29.59327 9 2011 florida <NA> 48
## 2004 -83.41120 29.62765 9 2012 florida <NA> 48
## 2005 -83.41120 29.67348 9 2013 florida <NA> 48
## 2006 -83.45131 29.68494 9 2014 florida <NA> 48
## 2007 -83.48568 29.69640 9 2015 florida <NA> 48
## 2008 -83.49141 29.72505 9 2016 florida <NA> 48
## 2009 -83.50860 29.73078 9 2017 florida <NA> 48
## 2010 -83.52579 29.72505 9 2018 florida <NA> 48
## 2011 -83.54871 29.73078 9 2019 florida <NA> 48
## 2012 -83.56590 29.76516 9 2020 florida <NA> 48
## 2013 -83.59454 29.77662 9 2021 florida <NA> 48
## 2014 -83.60027 29.79380 9 2022 florida <NA> 48
## 2015 -83.60027 29.81099 9 2023 florida <NA> 48
## 2016 -83.58308 29.82245 9 2024 florida <NA> 48
## 2017 -83.57735 29.83391 9 2025 florida <NA> 48
## 2018 -83.59454 29.85110 9 2026 florida <NA> 48
## 2019 -83.62318 29.86256 9 2027 florida <NA> 48
## 2020 -83.65757 29.89694 9 2028 florida <NA> 48
## 2021 -83.69768 29.93704 9 2029 florida <NA> 48
## 2022 -83.74351 29.95996 9 2030 florida <NA> 48
## 2023 -83.77789 29.98861 9 2031 florida <NA> 48
## 2024 -83.81227 29.98861 9 2032 florida <NA> 48
## 2025 -83.82945 29.99434 9 2033 florida <NA> 48
## 2026 -83.94405 30.08028 9 2034 florida <NA> 48
## 2027 -83.98415 30.10320 9 2035 florida <NA> 48
## 2028 -84.02998 30.11466 9 2036 florida <NA> 48
## 2029 -84.07582 30.10893 9 2037 florida <NA> 48
## 2030 -84.10448 30.10320 9 2038 florida <NA> 48
## 2031 -84.13313 30.09174 9 2039 florida <NA> 48
## 2032 -84.15604 30.09174 9 2040 florida <NA> 48
## 2033 -84.17896 30.09748 9 2041 florida <NA> 48
## 2034 -84.21333 30.11466 9 2042 florida <NA> 48
## 2035 -84.23053 30.11466 9 2043 florida <NA> 48
## 2036 -84.24771 30.11466 9 2044 florida <NA> 48
## 2037 -84.27637 30.11466 9 2045 florida <NA> 48
## 2038 -84.27637 30.08601 9 2046 florida <NA> 48
## 2039 -84.28209 30.07456 9 2047 florida <NA> 48
## 2040 -84.30501 30.07456 9 2048 florida <NA> 48
## 2041 -84.33939 30.07456 9 2049 florida <NA> 48
## 2042 -84.35658 30.06882 9 2050 florida <NA> 48
## 2043 -84.39095 30.04018 9 2051 florida <NA> 48
## 2044 -84.39095 30.02299 9 2052 florida <NA> 48
## 2045 -84.36803 29.99434 9 2053 florida <NA> 48
## 2046 -84.36803 29.98861 9 2054 florida <NA> 48
## 2047 -84.40241 29.98861 9 2055 florida <NA> 48
## 2048 -84.41960 29.98861 9 2056 florida <NA> 48
## 2049 -84.43106 29.98288 9 2057 florida <NA> 48
## 2050 -84.40814 29.97142 9 2058 florida <NA> 48
## 2051 -84.37376 29.95996 9 2059 florida <NA> 48
## 2052 -84.35085 29.94851 9 2060 florida <NA> 48
## 2053 -84.34512 29.93132 9 2061 florida <NA> 48
## 2054 -84.35658 29.91986 9 2062 florida <NA> 48
## 2055 -84.36803 29.90840 9 2063 florida <NA> 48
## 2056 -84.37376 29.90840 9 2064 florida <NA> 48
## 2057 -84.41387 29.91413 9 2065 florida <NA> 48
## 2058 -84.43679 29.93132 9 2066 florida <NA> 48
## 2059 -84.45398 29.93704 9 2067 florida <NA> 48
## 2060 -84.46544 29.93704 9 2068 florida <NA> 48
## 2061 -84.48262 29.93132 9 2069 florida <NA> 48
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## 2064 -84.53419 29.92559 9 2072 florida <NA> 48
## 2065 -84.56284 29.91986 9 2073 florida <NA> 48
## 2066 -84.62587 29.87975 9 2074 florida <NA> 48
## 2067 -84.71754 29.84537 9 2075 florida <NA> 48
## 2068 -84.80922 29.79953 9 2076 florida <NA> 48
## 2069 -84.85505 29.77662 9 2077 florida <NA> 48
## 2070 -84.88370 29.75943 9 2078 florida <NA> 48
## 2071 -84.89516 29.75943 9 2079 florida <NA> 48
## 2072 -84.90089 29.76516 9 2080 florida <NA> 48
## 2073 -84.89516 29.79380 9 2081 florida <NA> 48
## 2074 -84.88370 29.80527 9 2082 florida <NA> 48
## 2075 -84.90089 29.81672 9 2083 florida <NA> 48
## 2076 -84.91808 29.81672 9 2084 florida <NA> 48
## 2077 -84.94672 29.81099 9 2085 florida <NA> 48
## 2078 -84.94672 29.78808 9 2086 florida <NA> 48
## 2079 -84.96391 29.77662 9 2087 florida <NA> 48
## 2080 -84.98683 29.77662 9 2088 florida <NA> 48
## 2081 -84.99829 29.76516 9 2089 florida <NA> 48
## 2082 -85.00975 29.74224 9 2090 florida <NA> 48
## 2083 -85.02120 29.73651 9 2091 florida <NA> 48
## 2084 -85.06131 29.73651 9 2092 florida <NA> 48
## 2085 -85.12434 29.74224 9 2093 florida <NA> 48
## 2086 -85.17018 29.74224 9 2094 florida <NA> 48
## 2087 -85.19309 29.74224 9 2095 florida <NA> 48
## 2088 -85.21602 29.72505 9 2096 florida <NA> 48
## 2089 -85.23893 29.70786 9 2097 florida <NA> 48
## 2090 -85.26186 29.70786 9 2098 florida <NA> 48
## 2091 -85.29623 29.70786 9 2099 florida <NA> 48
## 2092 -85.31915 29.70786 9 2100 florida <NA> 48
## 2093 -85.34206 29.69640 9 2101 florida <NA> 48
## 2094 -85.36498 29.68494 9 2102 florida <NA> 48
## 2095 -85.38217 29.68494 9 2103 florida <NA> 48
## 2096 -85.39936 29.69067 9 2104 florida <NA> 48
## 2097 -85.43373 29.73651 9 2105 florida <NA> 48
## 2098 -85.44520 29.78235 9 2106 florida <NA> 48
## 2099 -85.45666 29.81672 9 2107 florida <NA> 48
## 2100 -85.45093 29.84537 9 2108 florida <NA> 48
## 2101 -85.45093 29.86829 9 2109 florida <NA> 48
## 2102 -85.43947 29.87975 9 2110 florida <NA> 48
## 2103 -85.42801 29.89694 9 2111 florida <NA> 48
## 2104 -85.41082 29.90267 9 2112 florida <NA> 48
## 2105 -85.40509 29.90267 9 2113 florida <NA> 48
## 2106 -85.40509 29.82245 9 2114 florida <NA> 48
## 2107 -85.41082 29.78808 9 2115 florida <NA> 48
## 2108 -85.40509 29.74797 9 2116 florida <NA> 48
## 2109 -85.38217 29.71932 9 2117 florida <NA> 48
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## 2112 -85.33060 29.75943 9 2120 florida <NA> 48
## 2113 -85.32487 29.79953 9 2121 florida <NA> 48
## 2114 -85.33060 29.84537 9 2122 florida <NA> 48
## 2115 -85.35352 29.87975 9 2123 florida <NA> 48
## 2116 -85.37644 29.90267 9 2124 florida <NA> 48
## 2117 -85.39363 29.93704 9 2125 florida <NA> 48
## 2118 -85.39363 29.95424 9 2126 florida <NA> 48
## 2119 -85.41082 29.96569 9 2127 florida <NA> 48
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## 2121 -85.48531 29.98288 9 2129 florida <NA> 48
## 2122 -85.50822 29.99434 9 2130 florida <NA> 48
## 2123 -85.52541 30.00580 9 2131 florida <NA> 48
## 2124 -85.52541 30.03445 9 2132 florida <NA> 48
## 2125 -85.68584 30.11466 9 2133 florida <NA> 48
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## 2129 -85.63428 30.13185 9 2137 florida <NA> 48
## 2130 -85.51968 30.07456 9 2138 florida <NA> 48
## 2131 -85.50249 30.07456 9 2139 florida <NA> 48
## 2132 -85.49677 30.08601 9 2140 florida <NA> 48
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## 2134 -85.52541 30.14904 9 2142 florida <NA> 48
## 2135 -85.54833 30.15477 9 2143 florida <NA> 48
## 2136 -85.56551 30.15477 9 2144 florida <NA> 48
## 2137 -85.59416 30.14331 9 2145 florida <NA> 48
## 2138 -85.61708 30.14904 9 2146 florida <NA> 48
## 2139 -85.65719 30.17196 9 2147 florida <NA> 48
## 2140 -85.68011 30.17196 9 2148 florida <NA> 48
## 2141 -85.70303 30.18341 9 2149 florida <NA> 48
## 2142 -85.73167 30.21206 9 2150 florida <NA> 48
## 2143 -85.70303 30.22925 9 2151 florida <NA> 48
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## 2145 -85.68584 30.26363 9 2153 florida <NA> 48
## 2146 -85.68584 30.27509 9 2154 florida <NA> 48
## 2147 -85.69730 30.27509 9 2155 florida <NA> 48
## 2148 -85.72021 30.26936 9 2156 florida <NA> 48
## 2149 -85.73167 30.26936 9 2157 florida <NA> 48
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## 2152 -85.77751 30.32665 9 2160 florida <NA> 48
## 2153 -85.80616 30.32665 9 2161 florida <NA> 48
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## 2156 -85.86919 30.27509 9 2164 florida <NA> 48
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## 2158 -85.85200 30.24644 9 2166 florida <NA> 48
## 2159 -85.82908 30.24644 9 2167 florida <NA> 48
## 2160 -85.80043 30.26936 9 2168 florida <NA> 48
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## 2183 -86.50517 30.44698 9 2191 florida <NA> 48
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## 2186 -86.40204 30.44698 9 2194 florida <NA> 48
## 2187 -86.37339 30.43552 9 2195 florida <NA> 48
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## 2191 -86.30463 30.44698 9 2199 florida <NA> 48
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## 2197 -86.13847 30.43552 9 2205 florida <NA> 48
## 2198 -86.13847 30.45271 9 2206 florida <NA> 48
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## 2895 -112.33984 44.53601 11 2905 idaho <NA> 82
## 2896 -112.24243 44.57611 11 2906 idaho <NA> 82
## 2897 -112.17368 44.53028 11 2907 idaho <NA> 82
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## 2899 -112.05909 44.53601 11 2909 idaho <NA> 82
## 2900 -111.86428 44.56466 11 2910 idaho <NA> 82
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## 2902 -111.65801 44.55320 11 2912 idaho <NA> 82
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## 2938 -115.06138 42.00927 11 2948 idaho <NA> 82
## 2939 -117.02663 42.00927 11 2949 idaho <NA> 82
## 2940 -90.64192 42.50774 12 2951 illinois <NA> 20
## 2941 -90.41846 42.50774 12 2952 illinois <NA> 20
## 2942 -89.91427 42.50201 12 2953 illinois <NA> 20
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## 2947 -88.77408 42.50201 12 2958 illinois <NA> 20
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## 2951 -87.80006 42.50201 12 2962 illinois <NA> 20
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## 3238 -90.60755 41.49934 12 3249 illinois <NA> 20
## 3239 -90.54452 41.52225 12 3250 illinois <NA> 20
## 3240 -90.45857 41.53944 12 3251 illinois <NA> 20
## 3241 -90.41273 41.56236 12 3252 illinois <NA> 20
## 3242 -90.35545 41.59674 12 3253 illinois <NA> 20
## 3243 -90.34399 41.61966 12 3254 illinois <NA> 20
## 3244 -90.32680 41.69414 12 3255 illinois <NA> 20
## 3245 -90.32107 41.72279 12 3256 illinois <NA> 20
## 3246 -90.30388 41.75716 12 3257 illinois <NA> 20
## 3247 -90.26950 41.78008 12 3258 illinois <NA> 20
## 3248 -90.24085 41.79154 12 3259 illinois <NA> 20
## 3249 -90.18929 41.82019 12 3260 illinois <NA> 20
## 3250 -90.17783 41.83738 12 3261 illinois <NA> 20
## 3251 -90.16064 41.89467 12 3262 illinois <NA> 20
## 3252 -90.16064 41.93478 12 3263 illinois <NA> 20
## 3253 -90.14918 41.96343 12 3264 illinois <NA> 20
## 3254 -90.13772 42.00927 12 3265 illinois <NA> 20
## 3255 -90.14918 42.03791 12 3266 illinois <NA> 20
## 3256 -90.16064 42.10094 12 3267 illinois <NA> 20
## 3257 -90.17783 42.13532 12 3268 illinois <NA> 20
## 3258 -90.24658 42.17542 12 3269 illinois <NA> 20
## 3259 -90.32680 42.20407 12 3270 illinois <NA> 20
## 3260 -90.37263 42.22699 12 3271 illinois <NA> 20
## 3261 -90.40701 42.24991 12 3272 illinois <NA> 20
## 3262 -90.41846 42.29575 12 3273 illinois <NA> 20
## 3263 -90.41846 42.33585 12 3274 illinois <NA> 20
## 3264 -90.45284 42.37023 12 3275 illinois <NA> 20
## 3265 -90.48150 42.38742 12 3276 illinois <NA> 20
## 3266 -90.64192 42.47336 12 3277 illinois <NA> 20
## 3267 -90.64765 42.50774 12 3278 illinois <NA> 20
## 3268 -90.64192 42.50774 12 3279 illinois <NA> 20
## 3269 -88.02351 37.79230 13 3281 indiana <NA> 22
## 3270 -88.04642 37.82094 13 3282 indiana <NA> 22
## 3271 -88.08080 37.83241 13 3283 indiana <NA> 22
## 3272 -88.05215 37.86105 13 3284 indiana <NA> 22
## 3273 -88.09226 37.88397 13 3285 indiana <NA> 22
## 3274 -88.10372 37.90116 13 3286 indiana <NA> 22
## 3275 -88.08080 37.90689 13 3287 indiana <NA> 22
## 3276 -88.03497 37.91262 13 3288 indiana <NA> 22
## 3277 -88.03497 37.94699 13 3289 indiana <NA> 22
## 3278 -88.02351 38.01575 13 3290 indiana <NA> 22
## 3279 -88.03497 38.04440 13 3291 indiana <NA> 22
## 3280 -87.96621 38.08450 13 3292 indiana <NA> 22
## 3281 -87.94329 38.13034 13 3293 indiana <NA> 22
## 3282 -87.92037 38.15899 13 3294 indiana <NA> 22
## 3283 -87.93183 38.17045 13 3295 indiana <NA> 22
## 3284 -87.96621 38.17618 13 3296 indiana <NA> 22
## 3285 -87.98913 38.19910 13 3297 indiana <NA> 22
## 3286 -87.99486 38.23347 13 3298 indiana <NA> 22
## 3287 -87.97194 38.23920 13 3299 indiana <NA> 22
## 3288 -87.94329 38.25639 13 3300 indiana <NA> 22
## 3289 -87.94329 38.29650 13 3301 indiana <NA> 22
## 3290 -87.92037 38.29077 13 3302 indiana <NA> 22
## 3291 -87.89746 38.27358 13 3303 indiana <NA> 22
## 3292 -87.87453 38.29650 13 3304 indiana <NA> 22
## 3293 -87.83443 38.29077 13 3305 indiana <NA> 22
## 3294 -87.82870 38.30223 13 3306 indiana <NA> 22
## 3295 -87.81724 38.34233 13 3307 indiana <NA> 22
## 3296 -87.79432 38.37099 13 3308 indiana <NA> 22
## 3297 -87.75422 38.41109 13 3309 indiana <NA> 22
## 3298 -87.74275 38.43974 13 3310 indiana <NA> 22
## 3299 -87.74848 38.46839 13 3311 indiana <NA> 22
## 3300 -87.72557 38.47984 13 3312 indiana <NA> 22
## 3301 -87.67973 38.50850 13 3313 indiana <NA> 22
## 3302 -87.67400 38.54287 13 3314 indiana <NA> 22
## 3303 -87.66254 38.56579 13 3315 indiana <NA> 22
## 3304 -87.63390 38.59444 13 3316 indiana <NA> 22
## 3305 -87.62817 38.63454 13 3317 indiana <NA> 22
## 3306 -87.59379 38.66892 13 3318 indiana <NA> 22
## 3307 -87.54795 38.68611 13 3319 indiana <NA> 22
## 3308 -87.51930 38.70330 13 3320 indiana <NA> 22
## 3309 -87.49638 38.73768 13 3321 indiana <NA> 22
## 3310 -87.51930 38.80070 13 3322 indiana <NA> 22
## 3311 -87.54795 38.85227 13 3323 indiana <NA> 22
## 3312 -87.53649 38.90956 13 3324 indiana <NA> 22
## 3313 -87.52503 38.94967 13 3325 indiana <NA> 22
## 3314 -87.53076 38.97259 13 3326 indiana <NA> 22
## 3315 -87.57087 39.00124 13 3327 indiana <NA> 22
## 3316 -87.57660 39.06426 13 3328 indiana <NA> 22
## 3317 -87.59379 39.08145 13 3329 indiana <NA> 22
## 3318 -87.65681 39.12156 13 3330 indiana <NA> 22
## 3319 -87.67400 39.14448 13 3331 indiana <NA> 22
## 3320 -87.63390 39.17313 13 3332 indiana <NA> 22
## 3321 -87.61097 39.19032 13 3333 indiana <NA> 22
## 3322 -87.59379 39.22469 13 3334 indiana <NA> 22
## 3323 -87.59379 39.24761 13 3335 indiana <NA> 22
## 3324 -87.60525 39.26480 13 3336 indiana <NA> 22
## 3325 -87.60525 39.28199 13 3337 indiana <NA> 22
## 3326 -87.61097 39.30490 13 3338 indiana <NA> 22
## 3327 -87.58233 39.33355 13 3339 indiana <NA> 22
## 3328 -87.53649 39.35647 13 3340 indiana <NA> 22
## 3329 -87.53649 39.47106 13 3341 indiana <NA> 22
## 3330 -87.53076 39.60857 13 3342 indiana <NA> 22
## 3331 -87.53649 39.86641 13 3343 indiana <NA> 22
## 3332 -87.53076 40.14715 13 3344 indiana <NA> 22
## 3333 -87.53076 40.47374 13 3345 indiana <NA> 22
## 3334 -87.53076 40.47947 13 3346 indiana <NA> 22
## 3335 -87.52503 40.73157 13 3347 indiana <NA> 22
## 3336 -87.53076 41.01805 13 3348 indiana <NA> 22
## 3337 -87.52503 41.16702 13 3349 indiana <NA> 22
## 3338 -87.52503 41.29307 13 3350 indiana <NA> 22
## 3339 -87.52503 41.46495 13 3351 indiana <NA> 22
## 3340 -87.53076 41.73997 13 3352 indiana <NA> 22
## 3341 -87.49065 41.71706 13 3353 indiana <NA> 22
## 3342 -87.46774 41.68841 13 3354 indiana <NA> 22
## 3343 -87.43336 41.65976 13 3355 indiana <NA> 22
## 3344 -87.39899 41.64257 13 3356 indiana <NA> 22
## 3345 -87.34742 41.63111 13 3357 indiana <NA> 22
## 3346 -87.30731 41.63111 13 3358 indiana <NA> 22
## 3347 -87.22137 41.63111 13 3359 indiana <NA> 22
## 3348 -87.18126 41.64257 13 3360 indiana <NA> 22
## 3349 -87.07812 41.66549 13 3361 indiana <NA> 22
## 3350 -87.00364 41.68841 13 3362 indiana <NA> 22
## 3351 -86.92915 41.71706 13 3363 indiana <NA> 22
## 3352 -86.87186 41.74570 13 3364 indiana <NA> 22
## 3353 -86.82030 41.76862 13 3365 indiana <NA> 22
## 3354 -86.52235 41.76862 13 3366 indiana <NA> 22
## 3355 -86.23588 41.76862 13 3367 indiana <NA> 22
## 3356 -86.05826 41.76862 13 3368 indiana <NA> 22
## 3357 -85.75459 41.76862 13 3369 indiana <NA> 22
## 3358 -85.66292 41.77435 13 3370 indiana <NA> 22
## 3359 -85.29623 41.78008 13 3371 indiana <NA> 22
## 3360 -85.21028 41.78008 13 3372 indiana <NA> 22
## 3361 -84.83213 41.78008 13 3373 indiana <NA> 22
## 3362 -84.80348 41.78008 13 3374 indiana <NA> 22
## 3363 -84.79775 41.71133 13 3375 indiana <NA> 22
## 3364 -84.79775 41.53944 13 3376 indiana <NA> 22
## 3365 -84.79775 41.43058 13 3377 indiana <NA> 22
## 3366 -84.80348 41.28161 13 3378 indiana <NA> 22
## 3367 -84.80348 41.25869 13 3379 indiana <NA> 22
## 3368 -84.80348 40.99513 13 3380 indiana <NA> 22
## 3369 -84.80922 40.93211 13 3381 indiana <NA> 22
## 3370 -84.81494 40.73730 13 3382 indiana <NA> 22
## 3371 -84.80922 40.56541 13 3383 indiana <NA> 22
## 3372 -84.81494 40.35342 13 3384 indiana <NA> 22
## 3373 -84.81494 40.31331 13 3385 indiana <NA> 22
## 3374 -84.82067 40.01537 13 3386 indiana <NA> 22
## 3375 -84.82067 39.92943 13 3387 indiana <NA> 22
## 3376 -84.82067 39.73462 13 3388 indiana <NA> 22
## 3377 -84.82067 39.57420 13 3389 indiana <NA> 22
## 3378 -84.82067 39.52836 13 3390 indiana <NA> 22
## 3379 -84.82067 39.31063 13 3391 indiana <NA> 22
## 3380 -84.82067 39.11583 13 3392 indiana <NA> 22
## 3381 -84.87224 39.08145 13 3393 indiana <NA> 22
## 3382 -84.89516 39.04707 13 3394 indiana <NA> 22
## 3383 -84.88943 39.02989 13 3395 indiana <NA> 22
## 3384 -84.86078 39.00697 13 3396 indiana <NA> 22
## 3385 -84.85505 38.98405 13 3397 indiana <NA> 22
## 3386 -84.85505 38.96113 13 3398 indiana <NA> 22
## 3387 -84.88370 38.93248 13 3399 indiana <NA> 22
## 3388 -84.87224 38.90956 13 3400 indiana <NA> 22
## 3389 -84.82067 38.89238 13 3401 indiana <NA> 22
## 3390 -84.79775 38.87519 13 3402 indiana <NA> 22
## 3391 -84.80922 38.86373 13 3403 indiana <NA> 22
## 3392 -84.83213 38.85800 13 3404 indiana <NA> 22
## 3393 -84.83213 38.83508 13 3405 indiana <NA> 22
## 3394 -84.80922 38.80070 13 3406 indiana <NA> 22
## 3395 -84.81494 38.78924 13 3407 indiana <NA> 22
## 3396 -84.82640 38.77778 13 3408 indiana <NA> 22
## 3397 -84.90662 38.77778 13 3409 indiana <NA> 22
## 3398 -84.99829 38.77778 13 3410 indiana <NA> 22
## 3399 -85.03840 38.76060 13 3411 indiana <NA> 22
## 3400 -85.06131 38.74913 13 3412 indiana <NA> 22
## 3401 -85.15298 38.69757 13 3413 indiana <NA> 22
## 3402 -85.18164 38.68611 13 3414 indiana <NA> 22
## 3403 -85.19882 38.69757 13 3415 indiana <NA> 22
## 3404 -85.23320 38.70330 13 3416 indiana <NA> 22
## 3405 -85.26758 38.73768 13 3417 indiana <NA> 22
## 3406 -85.29050 38.74340 13 3418 indiana <NA> 22
## 3407 -85.33633 38.74340 13 3419 indiana <NA> 22
## 3408 -85.35352 38.73768 13 3420 indiana <NA> 22
## 3409 -85.38790 38.73195 13 3421 indiana <NA> 22
## 3410 -85.42801 38.72049 13 3422 indiana <NA> 22
## 3411 -85.45666 38.68038 13 3423 indiana <NA> 22
## 3412 -85.45666 38.64600 13 3424 indiana <NA> 22
## 3413 -85.43947 38.58298 13 3425 indiana <NA> 22
## 3414 -85.42801 38.54287 13 3426 indiana <NA> 22
## 3415 -85.45093 38.52568 13 3427 indiana <NA> 22
## 3416 -85.47384 38.50850 13 3428 indiana <NA> 22
## 3417 -85.51395 38.46266 13 3429 indiana <NA> 22
## 3418 -85.58844 38.45120 13 3430 indiana <NA> 22
## 3419 -85.61708 38.42828 13 3431 indiana <NA> 22
## 3420 -85.62855 38.39963 13 3432 indiana <NA> 22
## 3421 -85.64000 38.37099 13 3433 indiana <NA> 22
## 3422 -85.65719 38.32515 13 3434 indiana <NA> 22
## 3423 -85.73740 38.27358 13 3435 indiana <NA> 22
## 3424 -85.77751 38.29077 13 3436 indiana <NA> 22
## 3425 -85.80616 38.28504 13 3437 indiana <NA> 22
## 3426 -85.84054 38.25639 13 3438 indiana <NA> 22
## 3427 -85.85773 38.21629 13 3439 indiana <NA> 22
## 3428 -85.89211 38.18191 13 3440 indiana <NA> 22
## 3429 -85.91502 38.14180 13 3441 indiana <NA> 22
## 3430 -85.91502 38.10170 13 3442 indiana <NA> 22
## 3431 -85.91502 38.07878 13 3443 indiana <NA> 22
## 3432 -85.93221 38.03867 13 3444 indiana <NA> 22
## 3433 -85.96086 38.01002 13 3445 indiana <NA> 22
## 3434 -85.98951 38.01575 13 3446 indiana <NA> 22
## 3435 -86.02388 38.01002 13 3447 indiana <NA> 22
## 3436 -86.04680 37.99283 13 3448 indiana <NA> 22
## 3437 -86.06399 37.98710 13 3449 indiana <NA> 22
## 3438 -86.10410 38.01575 13 3450 indiana <NA> 22
## 3439 -86.14420 38.01575 13 3451 indiana <NA> 22
## 3440 -86.19577 38.02721 13 3452 indiana <NA> 22
## 3441 -86.23588 38.04440 13 3453 indiana <NA> 22
## 3442 -86.26453 38.06159 13 3454 indiana <NA> 22
## 3443 -86.27599 38.09596 13 3455 indiana <NA> 22
## 3444 -86.27599 38.14180 13 3456 indiana <NA> 22
## 3445 -86.29317 38.17045 13 3457 indiana <NA> 22
## 3446 -86.29890 38.19337 13 3458 indiana <NA> 22
## 3447 -86.32182 38.19910 13 3459 indiana <NA> 22
## 3448 -86.33328 38.19910 13 3460 indiana <NA> 22
## 3449 -86.37339 38.19337 13 3461 indiana <NA> 22
## 3450 -86.38484 38.17045 13 3462 indiana <NA> 22
## 3451 -86.36766 38.15326 13 3463 indiana <NA> 22
## 3452 -86.32755 38.13607 13 3464 indiana <NA> 22
## 3453 -86.38484 38.11888 13 3465 indiana <NA> 22
## 3454 -86.45361 38.13607 13 3466 indiana <NA> 22
## 3455 -86.47079 38.13034 13 3467 indiana <NA> 22
## 3456 -86.47652 38.11315 13 3468 indiana <NA> 22
## 3457 -86.44788 38.07304 13 3469 indiana <NA> 22
## 3458 -86.45361 38.05013 13 3470 indiana <NA> 22
## 3459 -86.48798 38.05013 13 3471 indiana <NA> 22
## 3460 -86.51089 38.04440 13 3472 indiana <NA> 22
## 3461 -86.53382 38.00429 13 3473 indiana <NA> 22
## 3462 -86.51662 37.95845 13 3474 indiana <NA> 22
## 3463 -86.53382 37.93554 13 3475 indiana <NA> 22
## 3464 -86.59111 37.93554 13 3476 indiana <NA> 22
## 3465 -86.60257 37.87251 13 3477 indiana <NA> 22
## 3466 -86.63122 37.84959 13 3478 indiana <NA> 22
## 3467 -86.65414 37.86678 13 3479 indiana <NA> 22
## 3468 -86.65414 37.88970 13 3480 indiana <NA> 22
## 3469 -86.65414 37.91835 13 3481 indiana <NA> 22
## 3470 -86.68279 37.91835 13 3482 indiana <NA> 22
## 3471 -86.71143 37.90689 13 3483 indiana <NA> 22
## 3472 -86.73435 37.91262 13 3484 indiana <NA> 22
## 3473 -86.79164 37.98137 13 3485 indiana <NA> 22
## 3474 -86.80311 37.99283 13 3486 indiana <NA> 22
## 3475 -86.84895 37.98710 13 3487 indiana <NA> 22
## 3476 -86.88905 37.95845 13 3488 indiana <NA> 22
## 3477 -86.92915 37.95272 13 3489 indiana <NA> 22
## 3478 -86.98072 37.93554 13 3490 indiana <NA> 22
## 3479 -87.00937 37.91835 13 3491 indiana <NA> 22
## 3480 -87.02656 37.90689 13 3492 indiana <NA> 22
## 3481 -87.06094 37.84959 13 3493 indiana <NA> 22
## 3482 -87.08385 37.79230 13 3494 indiana <NA> 22
## 3483 -87.10104 37.79230 13 3495 indiana <NA> 22
## 3484 -87.12396 37.79230 13 3496 indiana <NA> 22
## 3485 -87.14115 37.82668 13 3497 indiana <NA> 22
## 3486 -87.16407 37.83813 13 3498 indiana <NA> 22
## 3487 -87.23283 37.84959 13 3499 indiana <NA> 22
## 3488 -87.30158 37.89543 13 3500 indiana <NA> 22
## 3489 -87.31304 37.90689 13 3501 indiana <NA> 22
## 3490 -87.34168 37.91262 13 3502 indiana <NA> 22
## 3491 -87.38179 37.92981 13 3503 indiana <NA> 22
## 3492 -87.43909 37.93554 13 3504 indiana <NA> 22
## 3493 -87.45628 37.94127 13 3505 indiana <NA> 22
## 3494 -87.47346 37.92981 13 3506 indiana <NA> 22
## 3495 -87.49065 37.92408 13 3507 indiana <NA> 22
## 3496 -87.53076 37.92408 13 3508 indiana <NA> 22
## 3497 -87.55368 37.93554 13 3509 indiana <NA> 22
## 3498 -87.57660 37.96418 13 3510 indiana <NA> 22
## 3499 -87.60525 37.96418 13 3511 indiana <NA> 22
## 3500 -87.61097 37.92981 13 3512 indiana <NA> 22
## 3501 -87.59952 37.90116 13 3513 indiana <NA> 22
## 3502 -87.59952 37.87824 13 3514 indiana <NA> 22
## 3503 -87.61097 37.84959 13 3515 indiana <NA> 22
## 3504 -87.63963 37.83241 13 3516 indiana <NA> 22
## 3505 -87.66254 37.83241 13 3517 indiana <NA> 22
## 3506 -87.68546 37.84386 13 3518 indiana <NA> 22
## 3507 -87.67973 37.88397 13 3519 indiana <NA> 22
## 3508 -87.70264 37.90689 13 3520 indiana <NA> 22
## 3509 -87.72557 37.90689 13 3521 indiana <NA> 22
## 3510 -87.79432 37.88970 13 3522 indiana <NA> 22
## 3511 -87.81724 37.88970 13 3523 indiana <NA> 22
## 3512 -87.84016 37.90116 13 3524 indiana <NA> 22
## 3513 -87.87453 37.92408 13 3525 indiana <NA> 22
## 3514 -87.89746 37.92408 13 3526 indiana <NA> 22
## 3515 -87.91464 37.90689 13 3527 indiana <NA> 22
## 3516 -87.92037 37.88970 13 3528 indiana <NA> 22
## 3517 -87.92037 37.86678 13 3529 indiana <NA> 22
## 3518 -87.90891 37.84959 13 3530 indiana <NA> 22
## 3519 -87.90318 37.83241 13 3531 indiana <NA> 22
## 3520 -87.90891 37.80376 13 3532 indiana <NA> 22
## 3521 -87.92037 37.79230 13 3533 indiana <NA> 22
## 3522 -87.94329 37.79230 13 3534 indiana <NA> 22
## 3523 -87.95475 37.78657 13 3535 indiana <NA> 22
## 3524 -88.00059 37.79230 13 3536 indiana <NA> 22
## 3525 -88.02351 37.79230 13 3537 indiana <NA> 22
## 3526 -91.22634 43.49895 14 3539 iowa <NA> NA
## 3527 -91.22634 43.45312 14 3540 iowa <NA> NA
## 3528 -91.20342 43.43020 14 3541 iowa <NA> NA
## 3529 -91.16904 43.41301 14 3542 iowa <NA> NA
## 3530 -91.15186 43.36145 14 3543 iowa <NA> NA
## 3531 -91.07164 43.29842 14 3544 iowa <NA> NA
## 3532 -91.06018 43.26404 14 3545 iowa <NA> NA
## 3533 -91.07164 43.24112 14 3546 iowa <NA> NA
## 3534 -91.14040 43.16664 14 3547 iowa <NA> NA
## 3535 -91.17477 43.12653 14 3548 iowa <NA> NA
## 3536 -91.18050 43.08070 14 3549 iowa <NA> NA
## 3537 -91.17477 43.08643 14 3550 iowa <NA> NA
## 3538 -91.15186 42.99475 14 3551 iowa <NA> NA
## 3539 -91.12894 42.92027 14 3552 iowa <NA> NA
## 3540 -91.08883 42.87443 14 3553 iowa <NA> NA
## 3541 -91.07164 42.78849 14 3554 iowa <NA> NA
## 3542 -91.06018 42.75411 14 3555 iowa <NA> NA
## 3543 -91.00861 42.73119 14 3556 iowa <NA> NA
## 3544 -90.95705 42.70255 14 3557 iowa <NA> NA
## 3545 -90.89976 42.69109 14 3558 iowa <NA> NA
## 3546 -90.87683 42.67963 14 3559 iowa <NA> NA
## 3547 -90.81954 42.66817 14 3560 iowa <NA> NA
## 3548 -90.75079 42.64525 14 3561 iowa <NA> NA
## 3549 -90.69922 42.61087 14 3562 iowa <NA> NA
## 3550 -90.66484 42.57076 14 3563 iowa <NA> NA
## 3551 -90.65911 42.54212 14 3564 iowa <NA> NA
## 3552 -90.64192 42.50774 14 3565 iowa <NA> NA
## 3553 -90.64765 42.50774 14 3566 iowa <NA> NA
## 3554 -90.64192 42.47336 14 3567 iowa <NA> NA
## 3555 -90.48150 42.38742 14 3568 iowa <NA> NA
## 3556 -90.45284 42.37023 14 3569 iowa <NA> NA
## 3557 -90.41846 42.33585 14 3570 iowa <NA> NA
## 3558 -90.41846 42.29575 14 3571 iowa <NA> NA
## 3559 -90.40701 42.24991 14 3572 iowa <NA> NA
## 3560 -90.37263 42.22699 14 3573 iowa <NA> NA
## 3561 -90.32680 42.20407 14 3574 iowa <NA> NA
## 3562 -90.24658 42.17542 14 3575 iowa <NA> NA
## 3563 -90.17783 42.13532 14 3576 iowa <NA> NA
## 3564 -90.16064 42.10094 14 3577 iowa <NA> NA
## 3565 -90.14918 42.03791 14 3578 iowa <NA> NA
## 3566 -90.13772 42.00927 14 3579 iowa <NA> NA
## 3567 -90.14918 41.96343 14 3580 iowa <NA> NA
## 3568 -90.16064 41.93478 14 3581 iowa <NA> NA
## 3569 -90.16064 41.89467 14 3582 iowa <NA> NA
## 3570 -90.17783 41.83738 14 3583 iowa <NA> NA
## 3571 -90.18929 41.82019 14 3584 iowa <NA> NA
## 3572 -90.24085 41.79154 14 3585 iowa <NA> NA
## 3573 -90.26950 41.78008 14 3586 iowa <NA> NA
## 3574 -90.30388 41.75716 14 3587 iowa <NA> NA
## 3575 -90.32107 41.72279 14 3588 iowa <NA> NA
## 3576 -90.32680 41.69414 14 3589 iowa <NA> NA
## 3577 -90.34399 41.61966 14 3590 iowa <NA> NA
## 3578 -90.35545 41.59674 14 3591 iowa <NA> NA
## 3579 -90.41273 41.56236 14 3592 iowa <NA> NA
## 3580 -90.45857 41.53944 14 3593 iowa <NA> NA
## 3581 -90.54452 41.52225 14 3594 iowa <NA> NA
## 3582 -90.60755 41.49934 14 3595 iowa <NA> NA
## 3583 -90.65339 41.46495 14 3596 iowa <NA> NA
## 3584 -90.71641 41.45922 14 3597 iowa <NA> NA
## 3585 -90.77370 41.45922 14 3598 iowa <NA> NA
## 3586 -90.83673 41.45350 14 3599 iowa <NA> NA
## 3587 -90.87683 41.44777 14 3600 iowa <NA> NA
## 3588 -90.92841 41.43058 14 3601 iowa <NA> NA
## 3589 -90.98570 41.43058 14 3602 iowa <NA> NA
## 3590 -91.01434 41.43058 14 3603 iowa <NA> NA
## 3591 -91.03726 41.40766 14 3604 iowa <NA> NA
## 3592 -91.06592 41.34464 14 3605 iowa <NA> NA
## 3593 -91.06018 41.32745 14 3606 iowa <NA> NA
## 3594 -91.06592 41.31026 14 3607 iowa <NA> NA
## 3595 -91.08883 41.27015 14 3608 iowa <NA> NA
## 3596 -91.08883 41.23005 14 3609 iowa <NA> NA
## 3597 -91.05445 41.20139 14 3610 iowa <NA> NA
## 3598 -91.02008 41.17847 14 3611 iowa <NA> NA
## 3599 -90.98570 41.15556 14 3612 iowa <NA> NA
## 3600 -90.95705 41.11545 14 3613 iowa <NA> NA
## 3601 -90.95132 41.08107 14 3614 iowa <NA> NA
## 3602 -90.94559 41.06961 14 3615 iowa <NA> NA
## 3603 -90.95132 40.96648 14 3616 iowa <NA> NA
## 3604 -90.97424 40.93211 14 3617 iowa <NA> NA
## 3605 -91.04299 40.87481 14 3618 iowa <NA> NA
## 3606 -91.08883 40.82324 14 3619 iowa <NA> NA
## 3607 -91.10029 40.75449 14 3620 iowa <NA> NA
## 3608 -91.11175 40.70865 14 3621 iowa <NA> NA
## 3609 -91.11175 40.68000 14 3622 iowa <NA> NA
## 3610 -91.14613 40.65709 14 3623 iowa <NA> NA
## 3611 -91.18623 40.63417 14 3624 iowa <NA> NA
## 3612 -91.26645 40.62271 14 3625 iowa <NA> NA
## 3613 -91.30656 40.62271 14 3626 iowa <NA> NA
## 3614 -91.35239 40.61125 14 3627 iowa <NA> NA
## 3615 -91.37531 40.58833 14 3628 iowa <NA> NA
## 3616 -91.41541 40.56541 14 3629 iowa <NA> NA
## 3617 -91.41541 40.55395 14 3630 iowa <NA> NA
## 3618 -91.37531 40.49665 14 3631 iowa <NA> NA
## 3619 -91.39250 40.44509 14 3632 iowa <NA> NA
## 3620 -91.39250 40.42217 14 3633 iowa <NA> NA
## 3621 -91.38677 40.39352 14 3634 iowa <NA> NA
## 3622 -91.40968 40.38206 14 3635 iowa <NA> NA
## 3623 -91.41541 40.37634 14 3636 iowa <NA> NA
## 3624 -91.48990 40.41644 14 3637 iowa <NA> NA
## 3625 -91.52428 40.47374 14 3638 iowa <NA> NA
## 3626 -91.58730 40.50812 14 3639 iowa <NA> NA
## 3627 -91.61595 40.56541 14 3640 iowa <NA> NA
## 3628 -91.66752 40.56541 14 3641 iowa <NA> NA
## 3629 -91.70190 40.61698 14 3642 iowa <NA> NA
## 3630 -91.93681 40.61698 14 3643 iowa <NA> NA
## 3631 -92.17172 40.61698 14 3644 iowa <NA> NA
## 3632 -92.34361 40.61125 14 3645 iowa <NA> NA
## 3633 -92.63009 40.60552 14 3646 iowa <NA> NA
## 3634 -92.68738 40.60552 14 3647 iowa <NA> NA
## 3635 -93.09991 40.60552 14 3648 iowa <NA> NA
## 3636 -93.37493 40.59979 14 3649 iowa <NA> NA
## 3637 -93.56974 40.59979 14 3650 iowa <NA> NA
## 3638 -93.77600 40.59979 14 3651 iowa <NA> NA
## 3639 -94.01665 40.59979 14 3652 iowa <NA> NA
## 3640 -94.24010 40.59406 14 3653 iowa <NA> NA
## 3641 -94.48074 40.59406 14 3654 iowa <NA> NA
## 3642 -94.63544 40.59406 14 3655 iowa <NA> NA
## 3643 -94.91619 40.59979 14 3656 iowa <NA> NA
## 3644 -95.20267 40.60552 14 3657 iowa <NA> NA
## 3645 -95.37456 40.60552 14 3658 iowa <NA> NA
## 3646 -95.75271 40.61125 14 3659 iowa <NA> NA
## 3647 -95.76416 40.60552 14 3660 iowa <NA> NA
## 3648 -95.76989 40.63990 14 3661 iowa <NA> NA
## 3649 -95.79282 40.66282 14 3662 iowa <NA> NA
## 3650 -95.83292 40.69146 14 3663 iowa <NA> NA
## 3651 -95.86156 40.72011 14 3664 iowa <NA> NA
## 3652 -95.87303 40.74876 14 3665 iowa <NA> NA
## 3653 -95.86730 40.76595 14 3666 iowa <NA> NA
## 3654 -95.84438 40.81178 14 3667 iowa <NA> NA
## 3655 -95.85583 40.85189 14 3668 iowa <NA> NA
## 3656 -95.82719 40.90919 14 3669 iowa <NA> NA
## 3657 -95.82719 40.93211 14 3670 iowa <NA> NA
## 3658 -95.82146 40.94929 14 3671 iowa <NA> NA
## 3659 -95.83865 40.97221 14 3672 iowa <NA> NA
## 3660 -95.87303 41.02951 14 3673 iowa <NA> NA
## 3661 -95.87303 41.04670 14 3674 iowa <NA> NA
## 3662 -95.87303 41.07534 14 3675 iowa <NA> NA
## 3663 -95.85583 41.09826 14 3676 iowa <NA> NA
## 3664 -95.87303 41.13264 14 3677 iowa <NA> NA
## 3665 -95.88448 41.16129 14 3678 iowa <NA> NA
## 3666 -95.89021 41.17847 14 3679 iowa <NA> NA
## 3667 -95.90167 41.21858 14 3680 iowa <NA> NA
## 3668 -95.90167 41.25869 14 3681 iowa <NA> NA
## 3669 -95.87876 41.29307 14 3682 iowa <NA> NA
## 3670 -95.87303 41.31026 14 3683 iowa <NA> NA
## 3671 -95.87876 41.31599 14 3684 iowa <NA> NA
## 3672 -95.90167 41.32745 14 3685 iowa <NA> NA
## 3673 -95.92460 41.33891 14 3686 iowa <NA> NA
## 3674 -95.93032 41.35036 14 3687 iowa <NA> NA
## 3675 -95.92460 41.36182 14 3688 iowa <NA> NA
## 3676 -95.92460 41.38474 14 3689 iowa <NA> NA
## 3677 -95.93032 41.41912 14 3690 iowa <NA> NA
## 3678 -95.93605 41.44204 14 3691 iowa <NA> NA
## 3679 -95.94751 41.45922 14 3692 iowa <NA> NA
## 3680 -95.99908 41.48787 14 3693 iowa <NA> NA
## 3681 -96.00481 41.50506 14 3694 iowa <NA> NA
## 3682 -96.01627 41.53371 14 3695 iowa <NA> NA
## 3683 -96.04491 41.53371 14 3696 iowa <NA> NA
## 3684 -96.08502 41.55090 14 3697 iowa <NA> NA
## 3685 -96.07929 41.56809 14 3698 iowa <NA> NA
## 3686 -96.05064 41.60247 14 3699 iowa <NA> NA
## 3687 -96.05064 41.61966 14 3700 iowa <NA> NA
## 3688 -96.06783 41.61966 14 3701 iowa <NA> NA
## 3689 -96.09648 41.61966 14 3702 iowa <NA> NA
## 3690 -96.12513 41.63684 14 3703 iowa <NA> NA
## 3691 -96.12513 41.66549 14 3704 iowa <NA> NA
## 3692 -96.11940 41.71706 14 3705 iowa <NA> NA
## 3693 -96.09075 41.75143 14 3706 iowa <NA> NA
## 3694 -96.10221 41.78008 14 3707 iowa <NA> NA
## 3695 -96.09648 41.82592 14 3708 iowa <NA> NA
## 3696 -96.13086 41.86030 14 3709 iowa <NA> NA
## 3697 -96.16524 41.91759 14 3710 iowa <NA> NA
## 3698 -96.15378 41.94624 14 3711 iowa <NA> NA
## 3699 -96.15378 41.96916 14 3712 iowa <NA> NA
## 3700 -96.16524 41.98635 14 3713 iowa <NA> NA
## 3701 -96.18243 42.00354 14 3714 iowa <NA> NA
## 3702 -96.22253 42.00354 14 3715 iowa <NA> NA
## 3703 -96.22826 42.03218 14 3716 iowa <NA> NA
## 3704 -96.26263 42.05510 14 3717 iowa <NA> NA
## 3705 -96.27983 42.06656 14 3718 iowa <NA> NA
## 3706 -96.29701 42.11813 14 3719 iowa <NA> NA
## 3707 -96.33712 42.14677 14 3720 iowa <NA> NA
## 3708 -96.34285 42.15824 14 3721 iowa <NA> NA
## 3709 -96.34285 42.17542 14 3722 iowa <NA> NA
## 3710 -96.31994 42.19834 14 3723 iowa <NA> NA
## 3711 -96.31994 42.20980 14 3724 iowa <NA> NA
## 3712 -96.34858 42.24418 14 3725 iowa <NA> NA
## 3713 -96.34285 42.24991 14 3726 iowa <NA> NA
## 3714 -96.34858 42.26710 14 3727 iowa <NA> NA
## 3715 -96.40588 42.33012 14 3728 iowa <NA> NA
## 3716 -96.41161 42.35304 14 3729 iowa <NA> NA
## 3717 -96.40588 42.38169 14 3730 iowa <NA> NA
## 3718 -96.39442 42.39888 14 3731 iowa <NA> NA
## 3719 -96.38869 42.41607 14 3732 iowa <NA> NA
## 3720 -96.38869 42.43898 14 3733 iowa <NA> NA
## 3721 -96.39442 42.46190 14 3734 iowa <NA> NA
## 3722 -96.43452 42.47336 14 3735 iowa <NA> NA
## 3723 -96.44025 42.47336 14 3736 iowa <NA> NA
## 3724 -96.46890 42.50774 14 3737 iowa <NA> NA
## 3725 -96.46890 42.53065 14 3738 iowa <NA> NA
## 3726 -96.46890 42.54785 14 3739 iowa <NA> NA
## 3727 -96.47463 42.57076 14 3740 iowa <NA> NA
## 3728 -96.56058 42.66817 14 3741 iowa <NA> NA
## 3729 -96.58350 42.68536 14 3742 iowa <NA> NA
## 3730 -96.60641 42.70255 14 3743 iowa <NA> NA
## 3731 -96.60641 42.73692 14 3744 iowa <NA> NA
## 3732 -96.59496 42.77703 14 3745 iowa <NA> NA
## 3733 -96.56058 42.81714 14 3746 iowa <NA> NA
## 3734 -96.52047 42.87443 14 3747 iowa <NA> NA
## 3735 -96.52047 42.90308 14 3748 iowa <NA> NA
## 3736 -96.52047 42.92600 14 3749 iowa <NA> NA
## 3737 -96.49755 42.94318 14 3750 iowa <NA> NA
## 3738 -96.49755 42.98329 14 3751 iowa <NA> NA
## 3739 -96.49755 43.01194 14 3752 iowa <NA> NA
## 3740 -96.51474 43.02913 14 3753 iowa <NA> NA
## 3741 -96.44598 43.05205 14 3754 iowa <NA> NA
## 3742 -96.44025 43.08070 14 3755 iowa <NA> NA
## 3743 -96.43452 43.10361 14 3756 iowa <NA> NA
## 3744 -96.43452 43.12080 14 3757 iowa <NA> NA
## 3745 -96.44025 43.14945 14 3758 iowa <NA> NA
## 3746 -96.45171 43.17810 14 3759 iowa <NA> NA
## 3747 -96.45745 43.20102 14 3760 iowa <NA> NA
## 3748 -96.46890 43.21820 14 3761 iowa <NA> NA
## 3749 -96.49755 43.22394 14 3762 iowa <NA> NA
## 3750 -96.53193 43.22394 14 3763 iowa <NA> NA
## 3751 -96.55485 43.23539 14 3764 iowa <NA> NA
## 3752 -96.56058 43.25831 14 3765 iowa <NA> NA
## 3753 -96.57204 43.28123 14 3766 iowa <NA> NA
## 3754 -96.55485 43.29842 14 3767 iowa <NA> NA
## 3755 -96.53193 43.30988 14 3768 iowa <NA> NA
## 3756 -96.51474 43.33853 14 3769 iowa <NA> NA
## 3757 -96.50901 43.37864 14 3770 iowa <NA> NA
## 3758 -96.53766 43.39582 14 3771 iowa <NA> NA
## 3759 -96.57204 43.42447 14 3772 iowa <NA> NA
## 3760 -96.59496 43.45312 14 3773 iowa <NA> NA
## 3761 -96.58350 43.49895 14 3774 iowa <NA> NA
## 3762 -96.42879 43.49323 14 3775 iowa <NA> NA
## 3763 -96.04491 43.49895 14 3776 iowa <NA> NA
## 3764 -95.86156 43.50468 14 3777 iowa <NA> NA
## 3765 -95.46623 43.50468 14 3778 iowa <NA> NA
## 3766 -95.39174 43.50468 14 3779 iowa <NA> NA
## 3767 -94.91619 43.50468 14 3780 iowa <NA> NA
## 3768 -94.86462 43.50468 14 3781 iowa <NA> NA
## 3769 -94.45209 43.50468 14 3782 iowa <NA> NA
## 3770 -94.26302 43.50468 14 3783 iowa <NA> NA
## 3771 -93.97654 43.51041 14 3784 iowa <NA> NA
## 3772 -93.64423 43.51041 14 3785 iowa <NA> NA
## 3773 -93.49525 43.51041 14 3786 iowa <NA> NA
## 3774 -93.05981 43.51041 14 3787 iowa <NA> NA
## 3775 -93.02543 43.51041 14 3788 iowa <NA> NA
## 3776 -92.54987 43.51041 14 3789 iowa <NA> NA
## 3777 -92.45820 43.50468 14 3790 iowa <NA> NA
## 3778 -92.08005 43.50468 14 3791 iowa <NA> NA
## 3779 -91.72482 43.51041 14 3792 iowa <NA> NA
## 3780 -91.60449 43.51041 14 3793 iowa <NA> NA
## 3781 -91.22634 43.49895 14 3794 iowa <NA> NA
## 3782 -94.63544 37.02453 15 3796 kansas <NA> 32
## 3783 -95.00787 37.01308 15 3797 kansas <NA> 32
## 3784 -95.08807 37.01308 15 3798 kansas <NA> 32
## 3785 -95.42039 37.01308 15 3799 kansas <NA> 32
## 3786 -95.52925 37.01880 15 3800 kansas <NA> 32
## 3787 -95.80427 37.01308 15 3801 kansas <NA> 32
## 3788 -95.97616 37.01308 15 3802 kansas <NA> 32
## 3789 -96.01054 37.00734 15 3803 kansas <NA> 32
## 3790 -96.53193 37.00161 15 3804 kansas <NA> 32
## 3791 -96.74393 36.99588 15 3805 kansas <NA> 32
## 3792 -97.17364 36.99588 15 3806 kansas <NA> 32
## 3793 -97.46585 37.00161 15 3807 kansas <NA> 32
## 3794 -97.80962 36.99588 15 3808 kansas <NA> 32
## 3795 -98.11329 36.99588 15 3809 kansas <NA> 32
## 3796 -98.35394 36.99588 15 3810 kansas <NA> 32
## 3797 -98.54301 37.00161 15 3811 kansas <NA> 32
## 3798 -99.01283 37.00161 15 3812 kansas <NA> 32
## 3799 -99.47693 36.99588 15 3813 kansas <NA> 32
## 3800 -99.55141 36.99588 15 3814 kansas <NA> 32
## 3801 -100.00978 36.99588 15 3815 kansas <NA> 32
## 3802 -100.08427 37.00161 15 3816 kansas <NA> 32
## 3803 -100.62285 37.00161 15 3817 kansas <NA> 32
## 3804 -100.93797 37.00161 15 3818 kansas <NA> 32
## 3805 -101.06976 37.00161 15 3819 kansas <NA> 32
## 3806 -101.55677 37.00161 15 3820 kansas <NA> 32
## 3807 -102.01514 36.99588 15 3821 kansas <NA> 32
## 3808 -102.04951 37.00161 15 3822 kansas <NA> 32
## 3809 -102.04951 37.38549 15 3823 kansas <NA> 32
## 3810 -102.04379 37.64906 15 3824 kansas <NA> 32
## 3811 -102.04379 37.73500 15 3825 kansas <NA> 32
## 3812 -102.04951 38.25639 15 3826 kansas <NA> 32
## 3813 -102.04951 38.61163 15 3827 kansas <NA> 32
## 3814 -102.04951 38.69184 15 3828 kansas <NA> 32
## 3815 -102.05524 39.05280 15 3829 kansas <NA> 32
## 3816 -102.05524 39.13302 15 3830 kansas <NA> 32
## 3817 -102.05524 39.56846 15 3831 kansas <NA> 32
## 3818 -102.05524 39.57993 15 3832 kansas <NA> 32
## 3819 -102.06097 40.00391 15 3833 kansas <NA> 32
## 3820 -102.05524 40.00964 15 3834 kansas <NA> 32
## 3821 -101.40780 40.00391 15 3835 kansas <NA> 32
## 3822 -101.31613 40.00964 15 3836 kansas <NA> 32
## 3823 -100.76036 40.00964 15 3837 kansas <NA> 32
## 3824 -100.73171 40.00391 15 3838 kansas <NA> 32
## 3825 -100.18167 40.00391 15 3839 kansas <NA> 32
## 3826 -99.63163 40.00391 15 3840 kansas <NA> 32
## 3827 -99.63163 39.99818 15 3841 kansas <NA> 32
## 3828 -99.16753 39.99818 15 3842 kansas <NA> 32
## 3829 -99.07013 40.00391 15 3843 kansas <NA> 32
## 3830 -98.71490 40.00391 15 3844 kansas <NA> 32
## 3831 -98.51437 40.00391 15 3845 kansas <NA> 32
## 3832 -98.27945 40.00391 15 3846 kansas <NA> 32
## 3833 -97.94714 40.00964 15 3847 kansas <NA> 32
## 3834 -97.81536 40.00391 15 3848 kansas <NA> 32
## 3835 -97.37418 40.00391 15 3849 kansas <NA> 32
## 3836 -96.90435 40.00391 15 3850 kansas <NA> 32
## 3837 -96.81268 40.00391 15 3851 kansas <NA> 32
## 3838 -96.45745 40.00391 15 3852 kansas <NA> 32
## 3839 -96.23972 39.99818 15 3853 kansas <NA> 32
## 3840 -96.02200 40.00391 15 3854 kansas <NA> 32
## 3841 -95.79855 40.00391 15 3855 kansas <NA> 32
## 3842 -95.35163 40.01537 15 3856 kansas <NA> 32
## 3843 -95.33445 40.02110 15 3857 kansas <NA> 32
## 3844 -95.30007 40.00964 15 3858 kansas <NA> 32
## 3845 -95.24850 39.96954 15 3859 kansas <NA> 32
## 3846 -95.22559 39.94089 15 3860 kansas <NA> 32
## 3847 -95.17975 39.91224 15 3861 kansas <NA> 32
## 3848 -95.12818 39.87214 15 3862 kansas <NA> 32
## 3849 -95.04797 39.88359 15 3863 kansas <NA> 32
## 3850 -95.02505 39.90651 15 3864 kansas <NA> 32
## 3851 -95.00214 39.91224 15 3865 kansas <NA> 32
## 3852 -94.97921 39.92943 15 3866 kansas <NA> 32
## 3853 -94.95056 39.87214 15 3867 kansas <NA> 32
## 3854 -94.89327 39.86641 15 3868 kansas <NA> 32
## 3855 -94.88754 39.83203 15 3869 kansas <NA> 32
## 3856 -94.89327 39.79765 15 3870 kansas <NA> 32
## 3857 -94.92765 39.78619 15 3871 kansas <NA> 32
## 3858 -94.87035 39.75754 15 3872 kansas <NA> 32
## 3859 -94.91046 39.75181 15 3873 kansas <NA> 32
## 3860 -94.97921 39.75181 15 3874 kansas <NA> 32
## 3861 -94.97921 39.71170 15 3875 kansas <NA> 32
## 3862 -95.03651 39.67160 15 3876 kansas <NA> 32
## 3863 -95.05943 39.63722 15 3877 kansas <NA> 32
## 3864 -95.07661 39.60284 15 3878 kansas <NA> 32
## 3865 -95.11099 39.55701 15 3879 kansas <NA> 32
## 3866 -95.11099 39.53982 15 3880 kansas <NA> 32
## 3867 -95.06516 39.50544 15 3881 kansas <NA> 32
## 3868 -94.98494 39.46533 15 3882 kansas <NA> 32
## 3869 -94.95630 39.42522 15 3883 kansas <NA> 32
## 3870 -94.93910 39.40231 15 3884 kansas <NA> 32
## 3871 -94.89327 39.38512 15 3885 kansas <NA> 32
## 3872 -94.89327 39.33355 15 3886 kansas <NA> 32
## 3873 -94.85889 39.27626 15 3887 kansas <NA> 32
## 3874 -94.81306 39.21323 15 3888 kansas <NA> 32
## 3875 -94.76722 39.19604 15 3889 kansas <NA> 32
## 3876 -94.73284 39.17885 15 3890 kansas <NA> 32
## 3877 -94.68127 39.19604 15 3891 kansas <NA> 32
## 3878 -94.64117 39.16740 15 3892 kansas <NA> 32
## 3879 -94.60680 39.15593 15 3893 kansas <NA> 32
## 3880 -94.58387 39.15593 15 3894 kansas <NA> 32
## 3881 -94.59534 39.13874 15 3895 kansas <NA> 32
## 3882 -94.61252 39.05280 15 3896 kansas <NA> 32
## 3883 -94.61825 38.84654 15 3897 kansas <NA> 32
## 3884 -94.61252 38.73768 15 3898 kansas <NA> 32
## 3885 -94.61825 38.47984 15 3899 kansas <NA> 32
## 3886 -94.61252 38.39390 15 3900 kansas <NA> 32
## 3887 -94.62398 38.06159 15 3901 kansas <NA> 32
## 3888 -94.62398 38.04440 15 3902 kansas <NA> 32
## 3889 -94.62971 37.67770 15 3903 kansas <NA> 32
## 3890 -94.62971 37.65479 15 3904 kansas <NA> 32
## 3891 -94.62971 37.37404 15 3905 kansas <NA> 32
## 3892 -94.63544 37.34539 15 3906 kansas <NA> 32
## 3893 -94.63544 37.06464 15 3907 kansas <NA> 32
## 3894 -94.63544 37.02453 15 3908 kansas <NA> 32
## 3895 -82.56895 38.42828 16 3910 kentucky <NA> 64
## 3896 -82.57468 38.43974 16 3911 kentucky <NA> 64
## 3897 -82.58041 38.42828 16 3912 kentucky <NA> 64
## 3898 -82.58614 38.35952 16 3913 kentucky <NA> 64
## 3899 -82.58041 38.33661 16 3914 kentucky <NA> 64
## 3900 -82.56895 38.30223 16 3915 kentucky <NA> 64
## 3901 -82.56322 38.27931 16 3916 kentucky <NA> 64
## 3902 -82.57468 38.25639 16 3917 kentucky <NA> 64
## 3903 -82.58614 38.23920 16 3918 kentucky <NA> 64
## 3904 -82.58614 38.21629 16 3919 kentucky <NA> 64
## 3905 -82.58041 38.18764 16 3920 kentucky <NA> 64
## 3906 -82.59760 38.17618 16 3921 kentucky <NA> 64
## 3907 -82.61478 38.16472 16 3922 kentucky <NA> 64
## 3908 -82.62051 38.15326 16 3923 kentucky <NA> 64
## 3909 -82.61478 38.13034 16 3924 kentucky <NA> 64
## 3910 -82.55176 38.07304 16 3925 kentucky <NA> 64
## 3911 -82.47727 37.99283 16 3926 kentucky <NA> 64
## 3912 -82.46581 37.96991 16 3927 kentucky <NA> 64
## 3913 -82.47154 37.95845 16 3928 kentucky <NA> 64
## 3914 -82.48300 37.93554 16 3929 kentucky <NA> 64
## 3915 -82.48300 37.92408 16 3930 kentucky <NA> 64
## 3916 -82.46581 37.90689 16 3931 kentucky <NA> 64
## 3917 -82.44862 37.90116 16 3932 kentucky <NA> 64
## 3918 -82.42570 37.89543 16 3933 kentucky <NA> 64
## 3919 -82.40852 37.84959 16 3934 kentucky <NA> 64
## 3920 -82.39706 37.81522 16 3935 kentucky <NA> 64
## 3921 -82.35695 37.78657 16 3936 kentucky <NA> 64
## 3922 -82.31685 37.76365 16 3937 kentucky <NA> 64
## 3923 -82.31111 37.74646 16 3938 kentucky <NA> 64
## 3924 -82.31111 37.71781 16 3939 kentucky <NA> 64
## 3925 -82.29393 37.68916 16 3940 kentucky <NA> 64
## 3926 -82.25382 37.65479 16 3941 kentucky <NA> 64
## 3927 -82.21371 37.62041 16 3942 kentucky <NA> 64
## 3928 -82.19080 37.64333 16 3943 kentucky <NA> 64
## 3929 -82.17361 37.64333 16 3944 kentucky <NA> 64
## 3930 -82.16788 37.61468 16 3945 kentucky <NA> 64
## 3931 -82.15642 37.59749 16 3946 kentucky <NA> 64
## 3932 -82.13350 37.59176 16 3947 kentucky <NA> 64
## 3933 -82.13350 37.58030 16 3948 kentucky <NA> 64
## 3934 -82.13923 37.56311 16 3949 kentucky <NA> 64
## 3935 -82.12204 37.55165 16 3950 kentucky <NA> 64
## 3936 -82.08766 37.54593 16 3951 kentucky <NA> 64
## 3937 -82.06474 37.54020 16 3952 kentucky <NA> 64
## 3938 -82.01891 37.54593 16 3953 kentucky <NA> 64
## 3939 -81.96735 37.54020 16 3954 kentucky <NA> 64
## 3940 -82.16215 37.39122 16 3955 kentucky <NA> 64
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## 4614 -89.34131 29.31252 17 4630 louisiana <NA> 72
## 4615 -89.33558 29.30106 17 4631 louisiana <NA> 72
## 4616 -89.32412 29.30106 17 4632 louisiana <NA> 72
## 4617 -89.26682 29.31252 17 4633 louisiana <NA> 72
## 4618 -89.24964 29.28960 17 4634 louisiana <NA> 72
## 4619 -89.22672 29.30106 17 4635 louisiana <NA> 72
## 4620 -89.22099 29.30679 17 4636 louisiana <NA> 72
## 4621 -89.20953 29.30106 17 4637 louisiana <NA> 72
## 4622 -89.20380 29.26668 17 4638 louisiana <NA> 72
## 4623 -89.17515 29.26668 17 4639 louisiana <NA> 72
## 4624 -89.15797 29.22658 17 4640 louisiana <NA> 72
## 4625 -89.11213 29.22085 17 4641 louisiana <NA> 72
## 4626 -89.07202 29.22085 17 4642 louisiana <NA> 72
## 4627 -89.03764 29.22085 17 4643 louisiana <NA> 72
## 4628 -89.02618 29.20366 17 4644 louisiana <NA> 72
## 4629 -89.03191 29.18647 17 4645 louisiana <NA> 72
## 4630 -89.07202 29.17501 17 4646 louisiana <NA> 72
## 4631 -89.04337 29.14636 17 4647 louisiana <NA> 72
## 4632 -89.03764 29.12918 17 4648 louisiana <NA> 72
## 4633 -89.06629 29.10053 17 4649 louisiana <NA> 72
## 4634 -89.08348 29.10053 17 4650 louisiana <NA> 72
## 4635 -89.11213 29.11771 17 4651 louisiana <NA> 72
## 4636 -89.14077 29.11771 17 4652 louisiana <NA> 72
## 4637 -89.15797 29.11198 17 4653 louisiana <NA> 72
## 4638 -89.16943 29.07188 17 4654 louisiana <NA> 72
## 4639 -89.16370 29.05469 17 4655 louisiana <NA> 72
## 4640 -89.15223 29.02604 17 4656 louisiana <NA> 72
## 4641 -89.16370 29.01458 17 4657 louisiana <NA> 72
## 4642 -89.18088 29.01458 17 4658 louisiana <NA> 72
## 4643 -89.20953 29.03750 17 4659 louisiana <NA> 72
## 4644 -89.23817 29.10053 17 4660 louisiana <NA> 72
## 4645 -89.25537 29.10053 17 4661 louisiana <NA> 72
## 4646 -89.27828 29.09480 17 4662 louisiana <NA> 72
## 4647 -89.32985 29.01458 17 4663 louisiana <NA> 72
## 4648 -89.35277 28.99739 17 4664 louisiana <NA> 72
## 4649 -89.37569 28.98021 17 4665 louisiana <NA> 72
## 4650 -89.39861 28.98021 17 4666 louisiana <NA> 72
## 4651 -89.41006 28.99739 17 4667 louisiana <NA> 72
## 4652 -89.40434 29.01458 17 4668 louisiana <NA> 72
## 4653 -89.37569 29.03750 17 4669 louisiana <NA> 72
## 4654 -89.35277 29.05469 17 4670 louisiana <NA> 72
## 4655 -89.34131 29.07188 17 4671 louisiana <NA> 72
## 4656 -89.33558 29.11198 17 4672 louisiana <NA> 72
## 4657 -89.35850 29.12918 17 4673 louisiana <NA> 72
## 4658 -89.38715 29.14063 17 4674 louisiana <NA> 72
## 4659 -89.41006 29.16355 17 4675 louisiana <NA> 72
## 4660 -89.44444 29.17501 17 4676 louisiana <NA> 72
## 4661 -89.45017 29.20366 17 4677 louisiana <NA> 72
## 4662 -89.47882 29.24376 17 4678 louisiana <NA> 72
## 4663 -89.49601 29.26668 17 4679 louisiana <NA> 72
## 4664 -89.51319 29.26668 17 4680 louisiana <NA> 72
## 4665 -89.53039 29.24376 17 4681 louisiana <NA> 72
## 4666 -89.55903 29.25522 17 4682 louisiana <NA> 72
## 4667 -89.58768 29.27242 17 4683 louisiana <NA> 72
## 4668 -89.62778 29.27814 17 4684 louisiana <NA> 72
## 4669 -89.64497 29.28960 17 4685 louisiana <NA> 72
## 4670 -89.66217 29.34117 17 4686 louisiana <NA> 72
## 4671 -89.67935 29.32971 17 4687 louisiana <NA> 72
## 4672 -89.69081 29.32398 17 4688 louisiana <NA> 72
## 4673 -89.76530 29.32971 17 4689 louisiana <NA> 72
## 4674 -89.82259 29.34117 17 4690 louisiana <NA> 72
## 4675 -89.83978 29.37555 17 4691 louisiana <NA> 72
## 4676 -89.84551 29.45003 17 4692 louisiana <NA> 72
## 4677 -89.85124 29.46149 17 4693 louisiana <NA> 72
## 4678 -89.86270 29.46722 17 4694 louisiana <NA> 72
## 4679 -89.89708 29.46149 17 4695 louisiana <NA> 72
## 4680 -89.93146 29.47868 17 4696 louisiana <NA> 72
## 4681 -89.96583 29.47868 17 4697 louisiana <NA> 72
## 4682 -89.99448 29.47868 17 4698 louisiana <NA> 72
## 4683 -90.03459 29.50733 17 4699 louisiana <NA> 72
## 4684 -90.05177 29.47868 17 4700 louisiana <NA> 72
## 4685 -90.03459 29.46722 17 4701 louisiana <NA> 72
## 4686 -90.02886 29.43857 17 4702 louisiana <NA> 72
## 4687 -90.05177 29.42138 17 4703 louisiana <NA> 72
## 4688 -90.05177 29.40419 17 4704 louisiana <NA> 72
## 4689 -90.03459 29.38128 17 4705 louisiana <NA> 72
## 4690 -90.02886 29.35836 17 4706 louisiana <NA> 72
## 4691 -90.06324 29.34690 17 4707 louisiana <NA> 72
## 4692 -90.07470 29.32971 17 4708 louisiana <NA> 72
## 4693 -90.07470 29.30679 17 4709 louisiana <NA> 72
## 4694 -90.06897 29.28960 17 4710 louisiana <NA> 72
## 4695 -90.02313 29.25522 17 4711 louisiana <NA> 72
## 4696 -90.01740 29.24376 17 4712 louisiana <NA> 72
## 4697 -90.02313 29.23804 17 4713 louisiana <NA> 72
## 4698 -90.08042 29.18647 17 4714 louisiana <NA> 72
## 4699 -90.10908 29.17501 17 4715 louisiana <NA> 72
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## 4701 -90.22939 29.10053 17 4717 louisiana <NA> 72
## 4702 -90.24658 29.10053 17 4718 louisiana <NA> 72
## 4703 -90.26377 29.18647 17 4719 louisiana <NA> 72
## 4704 -90.28096 29.20939 17 4720 louisiana <NA> 72
## 4705 -90.30961 29.22658 17 4721 louisiana <NA> 72
## 4706 -90.32680 29.28960 17 4722 louisiana <NA> 72
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## 4709 -90.40128 29.24376 17 4725 louisiana <NA> 72
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## 4719 -90.57890 29.30106 17 4735 louisiana <NA> 72
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## 4725 -90.66484 29.19793 17 4741 louisiana <NA> 72
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## 4759 -91.53574 29.53597 17 4775 louisiana <NA> 72
## 4760 -91.55293 29.54743 17 4776 louisiana <NA> 72
## 4761 -91.54720 29.55889 17 4777 louisiana <NA> 72
## Region Geographic_Division State Year Population2
## 1 South East South Central Alabama 2019 4903185
## 2 South East South Central Alabama 2019 4903185
## 3 South East South Central Alabama 2019 4903185
## 4 South East South Central Alabama 2019 4903185
## 5 South East South Central Alabama 2019 4903185
## 6 South East South Central Alabama 2019 4903185
## 7 South East South Central Alabama 2019 4903185
## 8 South East South Central Alabama 2019 4903185
## 9 South East South Central Alabama 2019 4903185
## 10 South East South Central Alabama 2019 4903185
## 11 South East South Central Alabama 2019 4903185
## 12 South East South Central Alabama 2019 4903185
## 13 South East South Central Alabama 2019 4903185
## 14 South East South Central Alabama 2019 4903185
## 15 South East South Central Alabama 2019 4903185
## 16 South East South Central Alabama 2019 4903185
## 17 South East South Central Alabama 2019 4903185
## 18 South East South Central Alabama 2019 4903185
## 19 South East South Central Alabama 2019 4903185
## 20 South East South Central Alabama 2019 4903185
## 21 South East South Central Alabama 2019 4903185
## 22 South East South Central Alabama 2019 4903185
## 23 South East South Central Alabama 2019 4903185
## 24 South East South Central Alabama 2019 4903185
## 25 South East South Central Alabama 2019 4903185
## 26 South East South Central Alabama 2019 4903185
## 27 South East South Central Alabama 2019 4903185
## 28 South East South Central Alabama 2019 4903185
## 29 South East South Central Alabama 2019 4903185
## 30 South East South Central Alabama 2019 4903185
## 31 South East South Central Alabama 2019 4903185
## 32 South East South Central Alabama 2019 4903185
## 33 South East South Central Alabama 2019 4903185
## 34 South East South Central Alabama 2019 4903185
## 35 South East South Central Alabama 2019 4903185
## 36 South East South Central Alabama 2019 4903185
## 37 South East South Central Alabama 2019 4903185
## 38 South East South Central Alabama 2019 4903185
## 39 South East South Central Alabama 2019 4903185
## 40 South East South Central Alabama 2019 4903185
## 41 South East South Central Alabama 2019 4903185
## 42 South East South Central Alabama 2019 4903185
## 43 South East South Central Alabama 2019 4903185
## 44 South East South Central Alabama 2019 4903185
## 45 South East South Central Alabama 2019 4903185
## 46 South East South Central Alabama 2019 4903185
## 47 South East South Central Alabama 2019 4903185
## 48 South East South Central Alabama 2019 4903185
## 49 South East South Central Alabama 2019 4903185
## 50 South East South Central Alabama 2019 4903185
## 51 South East South Central Alabama 2019 4903185
## 52 South East South Central Alabama 2019 4903185
## 53 South East South Central Alabama 2019 4903185
## 54 South East South Central Alabama 2019 4903185
## 55 South East South Central Alabama 2019 4903185
## 56 South East South Central Alabama 2019 4903185
## 57 South East South Central Alabama 2019 4903185
## 58 South East South Central Alabama 2019 4903185
## 59 South East South Central Alabama 2019 4903185
## 60 South East South Central Alabama 2019 4903185
## 61 South East South Central Alabama 2019 4903185
## 62 South East South Central Alabama 2019 4903185
## 63 South East South Central Alabama 2019 4903185
## 64 South East South Central Alabama 2019 4903185
## 65 South East South Central Alabama 2019 4903185
## 66 South East South Central Alabama 2019 4903185
## 67 South East South Central Alabama 2019 4903185
## 68 South East South Central Alabama 2019 4903185
## 69 South East South Central Alabama 2019 4903185
## 70 South East South Central Alabama 2019 4903185
## 71 South East South Central Alabama 2019 4903185
## 72 South East South Central Alabama 2019 4903185
## 73 South East South Central Alabama 2019 4903185
## 74 South East South Central Alabama 2019 4903185
## 75 South East South Central Alabama 2019 4903185
## 76 South East South Central Alabama 2019 4903185
## 77 South East South Central Alabama 2019 4903185
## 78 South East South Central Alabama 2019 4903185
## 79 South East South Central Alabama 2019 4903185
## 80 South East South Central Alabama 2019 4903185
## 81 South East South Central Alabama 2019 4903185
## 82 South East South Central Alabama 2019 4903185
## 83 South East South Central Alabama 2019 4903185
## 84 South East South Central Alabama 2019 4903185
## 85 South East South Central Alabama 2019 4903185
## 86 South East South Central Alabama 2019 4903185
## 87 South East South Central Alabama 2019 4903185
## 88 South East South Central Alabama 2019 4903185
## 89 South East South Central Alabama 2019 4903185
## 90 South East South Central Alabama 2019 4903185
## 91 South East South Central Alabama 2019 4903185
## 92 South East South Central Alabama 2019 4903185
## 93 South East South Central Alabama 2019 4903185
## 94 South East South Central Alabama 2019 4903185
## 95 South East South Central Alabama 2019 4903185
## 96 South East South Central Alabama 2019 4903185
## 97 South East South Central Alabama 2019 4903185
## 98 South East South Central Alabama 2019 4903185
## 99 South East South Central Alabama 2019 4903185
## 100 South East South Central Alabama 2019 4903185
## 101 South East South Central Alabama 2019 4903185
## 102 South East South Central Alabama 2019 4903185
## 103 South East South Central Alabama 2019 4903185
## 104 South East South Central Alabama 2019 4903185
## 105 South East South Central Alabama 2019 4903185
## 106 South East South Central Alabama 2019 4903185
## 107 South East South Central Alabama 2019 4903185
## 108 South East South Central Alabama 2019 4903185
## 109 South East South Central Alabama 2019 4903185
## 110 South East South Central Alabama 2019 4903185
## 111 South East South Central Alabama 2019 4903185
## 112 South East South Central Alabama 2019 4903185
## 113 South East South Central Alabama 2019 4903185
## 114 South East South Central Alabama 2019 4903185
## 115 South East South Central Alabama 2019 4903185
## 116 South East South Central Alabama 2019 4903185
## 117 South East South Central Alabama 2019 4903185
## 118 South East South Central Alabama 2019 4903185
## 119 South East South Central Alabama 2019 4903185
## 120 South East South Central Alabama 2019 4903185
## 121 South East South Central Alabama 2019 4903185
## 122 South East South Central Alabama 2019 4903185
## 123 South East South Central Alabama 2019 4903185
## 124 South East South Central Alabama 2019 4903185
## 125 South East South Central Alabama 2019 4903185
## 126 South East South Central Alabama 2019 4903185
## 127 South East South Central Alabama 2019 4903185
## 128 South East South Central Alabama 2019 4903185
## 129 South East South Central Alabama 2019 4903185
## 130 South East South Central Alabama 2019 4903185
## 131 South East South Central Alabama 2019 4903185
## 132 South East South Central Alabama 2019 4903185
## 133 South East South Central Alabama 2019 4903185
## 134 South East South Central Alabama 2019 4903185
## 135 South East South Central Alabama 2019 4903185
## 136 South East South Central Alabama 2019 4903185
## 137 South East South Central Alabama 2019 4903185
## 138 South East South Central Alabama 2019 4903185
## 139 South East South Central Alabama 2019 4903185
## 140 South East South Central Alabama 2019 4903185
## 141 South East South Central Alabama 2019 4903185
## 142 South East South Central Alabama 2019 4903185
## 143 South East South Central Alabama 2019 4903185
## 144 South East South Central Alabama 2019 4903185
## 145 South East South Central Alabama 2019 4903185
## 146 South East South Central Alabama 2019 4903185
## 147 South East South Central Alabama 2019 4903185
## 148 South East South Central Alabama 2019 4903185
## 149 South East South Central Alabama 2019 4903185
## 150 South East South Central Alabama 2019 4903185
## 151 South East South Central Alabama 2019 4903185
## 152 South East South Central Alabama 2019 4903185
## 153 South East South Central Alabama 2019 4903185
## 154 South East South Central Alabama 2019 4903185
## 155 South East South Central Alabama 2019 4903185
## 156 South East South Central Alabama 2019 4903185
## 157 South East South Central Alabama 2019 4903185
## 158 South East South Central Alabama 2019 4903185
## 159 South East South Central Alabama 2019 4903185
## 160 South East South Central Alabama 2019 4903185
## 161 South East South Central Alabama 2019 4903185
## 162 South East South Central Alabama 2019 4903185
## 163 South East South Central Alabama 2019 4903185
## 164 South East South Central Alabama 2019 4903185
## 165 South East South Central Alabama 2019 4903185
## 166 South East South Central Alabama 2019 4903185
## 167 South East South Central Alabama 2019 4903185
## 168 South East South Central Alabama 2019 4903185
## 169 South East South Central Alabama 2019 4903185
## 170 South East South Central Alabama 2019 4903185
## 171 South East South Central Alabama 2019 4903185
## 172 South East South Central Alabama 2019 4903185
## 173 South East South Central Alabama 2019 4903185
## 174 South East South Central Alabama 2019 4903185
## 175 South East South Central Alabama 2019 4903185
## 176 South East South Central Alabama 2019 4903185
## 177 South East South Central Alabama 2019 4903185
## 178 South East South Central Alabama 2019 4903185
## 179 South East South Central Alabama 2019 4903185
## 180 South East South Central Alabama 2019 4903185
## 181 South East South Central Alabama 2019 4903185
## 182 South East South Central Alabama 2019 4903185
## 183 South East South Central Alabama 2019 4903185
## 184 South East South Central Alabama 2019 4903185
## 185 South East South Central Alabama 2019 4903185
## 186 South East South Central Alabama 2019 4903185
## 187 South East South Central Alabama 2019 4903185
## 188 South East South Central Alabama 2019 4903185
## 189 South East South Central Alabama 2019 4903185
## 190 South East South Central Alabama 2019 4903185
## 191 South East South Central Alabama 2019 4903185
## 192 South East South Central Alabama 2019 4903185
## 193 South East South Central Alabama 2019 4903185
## 194 South East South Central Alabama 2019 4903185
## 195 South East South Central Alabama 2019 4903185
## 196 South East South Central Alabama 2019 4903185
## 197 South East South Central Alabama 2019 4903185
## 198 South East South Central Alabama 2019 4903185
## 199 South East South Central Alabama 2019 4903185
## 200 South East South Central Alabama 2019 4903185
## 201 South East South Central Alabama 2019 4903185
## 202 South East South Central Alabama 2019 4903185
## 203 West Mountain Arizona 2019 7278717
## 204 West Mountain Arizona 2019 7278717
## 205 West Mountain Arizona 2019 7278717
## 206 West Mountain Arizona 2019 7278717
## 207 West Mountain Arizona 2019 7278717
## 208 West Mountain Arizona 2019 7278717
## 209 West Mountain Arizona 2019 7278717
## 210 West Mountain Arizona 2019 7278717
## 211 West Mountain Arizona 2019 7278717
## 212 West Mountain Arizona 2019 7278717
## 213 West Mountain Arizona 2019 7278717
## 214 West Mountain Arizona 2019 7278717
## 215 West Mountain Arizona 2019 7278717
## 216 West Mountain Arizona 2019 7278717
## 217 West Mountain Arizona 2019 7278717
## 218 West Mountain Arizona 2019 7278717
## 219 West Mountain Arizona 2019 7278717
## 220 West Mountain Arizona 2019 7278717
## 221 West Mountain Arizona 2019 7278717
## 222 West Mountain Arizona 2019 7278717
## 223 West Mountain Arizona 2019 7278717
## 224 West Mountain Arizona 2019 7278717
## 225 West Mountain Arizona 2019 7278717
## 226 West Mountain Arizona 2019 7278717
## 227 West Mountain Arizona 2019 7278717
## 228 West Mountain Arizona 2019 7278717
## 229 West Mountain Arizona 2019 7278717
## 230 West Mountain Arizona 2019 7278717
## 231 West Mountain Arizona 2019 7278717
## 232 West Mountain Arizona 2019 7278717
## 233 West Mountain Arizona 2019 7278717
## 234 West Mountain Arizona 2019 7278717
## 235 West Mountain Arizona 2019 7278717
## 236 West Mountain Arizona 2019 7278717
## 237 West Mountain Arizona 2019 7278717
## 238 West Mountain Arizona 2019 7278717
## 239 West Mountain Arizona 2019 7278717
## 240 West Mountain Arizona 2019 7278717
## 241 West Mountain Arizona 2019 7278717
## 242 West Mountain Arizona 2019 7278717
## 243 West Mountain Arizona 2019 7278717
## 244 West Mountain Arizona 2019 7278717
## 245 West Mountain Arizona 2019 7278717
## 246 West Mountain Arizona 2019 7278717
## 247 West Mountain Arizona 2019 7278717
## 248 West Mountain Arizona 2019 7278717
## 249 West Mountain Arizona 2019 7278717
## 250 West Mountain Arizona 2019 7278717
## 251 West Mountain Arizona 2019 7278717
## 252 West Mountain Arizona 2019 7278717
## 253 West Mountain Arizona 2019 7278717
## 254 West Mountain Arizona 2019 7278717
## 255 West Mountain Arizona 2019 7278717
## 256 West Mountain Arizona 2019 7278717
## 257 West Mountain Arizona 2019 7278717
## 258 West Mountain Arizona 2019 7278717
## 259 West Mountain Arizona 2019 7278717
## 260 West Mountain Arizona 2019 7278717
## 261 West Mountain Arizona 2019 7278717
## 262 West Mountain Arizona 2019 7278717
## 263 West Mountain Arizona 2019 7278717
## 264 West Mountain Arizona 2019 7278717
## 265 West Mountain Arizona 2019 7278717
## 266 West Mountain Arizona 2019 7278717
## 267 West Mountain Arizona 2019 7278717
## 268 West Mountain Arizona 2019 7278717
## 269 West Mountain Arizona 2019 7278717
## 270 West Mountain Arizona 2019 7278717
## 271 West Mountain Arizona 2019 7278717
## 272 West Mountain Arizona 2019 7278717
## 273 West Mountain Arizona 2019 7278717
## 274 West Mountain Arizona 2019 7278717
## 275 West Mountain Arizona 2019 7278717
## 276 West Mountain Arizona 2019 7278717
## 277 West Mountain Arizona 2019 7278717
## 278 West Mountain Arizona 2019 7278717
## 279 West Mountain Arizona 2019 7278717
## 280 West Mountain Arizona 2019 7278717
## 281 West Mountain Arizona 2019 7278717
## 282 West Mountain Arizona 2019 7278717
## 283 West Mountain Arizona 2019 7278717
## 284 West Mountain Arizona 2019 7278717
## 285 West Mountain Arizona 2019 7278717
## 286 West Mountain Arizona 2019 7278717
## 287 West Mountain Arizona 2019 7278717
## 288 West Mountain Arizona 2019 7278717
## 289 West Mountain Arizona 2019 7278717
## 290 West Mountain Arizona 2019 7278717
## 291 West Mountain Arizona 2019 7278717
## 292 West Mountain Arizona 2019 7278717
## 293 West Mountain Arizona 2019 7278717
## 294 West Mountain Arizona 2019 7278717
## 295 West Mountain Arizona 2019 7278717
## 296 West Mountain Arizona 2019 7278717
## 297 West Mountain Arizona 2019 7278717
## 298 West Mountain Arizona 2019 7278717
## 299 West Mountain Arizona 2019 7278717
## 300 West Mountain Arizona 2019 7278717
## 301 West Mountain Arizona 2019 7278717
## 302 West Mountain Arizona 2019 7278717
## 303 West Mountain Arizona 2019 7278717
## 304 West Mountain Arizona 2019 7278717
## 305 West Mountain Arizona 2019 7278717
## 306 West Mountain Arizona 2019 7278717
## 307 West Mountain Arizona 2019 7278717
## 308 West Mountain Arizona 2019 7278717
## 309 West Mountain Arizona 2019 7278717
## 310 West Mountain Arizona 2019 7278717
## 311 West Mountain Arizona 2019 7278717
## 312 West Mountain Arizona 2019 7278717
## 313 West Mountain Arizona 2019 7278717
## 314 West Mountain Arizona 2019 7278717
## 315 West Mountain Arizona 2019 7278717
## 316 West Mountain Arizona 2019 7278717
## 317 West Mountain Arizona 2019 7278717
## 318 West Mountain Arizona 2019 7278717
## 319 West Mountain Arizona 2019 7278717
## 320 West Mountain Arizona 2019 7278717
## 321 West Mountain Arizona 2019 7278717
## 322 West Mountain Arizona 2019 7278717
## 323 West Mountain Arizona 2019 7278717
## 324 West Mountain Arizona 2019 7278717
## 325 West Mountain Arizona 2019 7278717
## 326 West Mountain Arizona 2019 7278717
## 327 West Mountain Arizona 2019 7278717
## 328 West Mountain Arizona 2019 7278717
## 329 West Mountain Arizona 2019 7278717
## 330 West Mountain Arizona 2019 7278717
## 331 West Mountain Arizona 2019 7278717
## 332 West Mountain Arizona 2019 7278717
## 333 West Mountain Arizona 2019 7278717
## 334 West Mountain Arizona 2019 7278717
## 335 West Mountain Arizona 2019 7278717
## 336 West Mountain Arizona 2019 7278717
## 337 West Mountain Arizona 2019 7278717
## 338 West Mountain Arizona 2019 7278717
## 339 West Mountain Arizona 2019 7278717
## 340 West Mountain Arizona 2019 7278717
## 341 West Mountain Arizona 2019 7278717
## 342 West Mountain Arizona 2019 7278717
## 343 West Mountain Arizona 2019 7278717
## 344 West Mountain Arizona 2019 7278717
## 345 West Mountain Arizona 2019 7278717
## 346 West Mountain Arizona 2019 7278717
## 347 West Mountain Arizona 2019 7278717
## 348 West Mountain Arizona 2019 7278717
## 349 West Mountain Arizona 2019 7278717
## 350 West Mountain Arizona 2019 7278717
## 351 West Mountain Arizona 2019 7278717
## 352 South West South Central Arkansas 2019 3017804
## 353 South West South Central Arkansas 2019 3017804
## 354 South West South Central Arkansas 2019 3017804
## 355 South West South Central Arkansas 2019 3017804
## 356 South West South Central Arkansas 2019 3017804
## 357 South West South Central Arkansas 2019 3017804
## 358 South West South Central Arkansas 2019 3017804
## 359 South West South Central Arkansas 2019 3017804
## 360 South West South Central Arkansas 2019 3017804
## 361 South West South Central Arkansas 2019 3017804
## 362 South West South Central Arkansas 2019 3017804
## 363 South West South Central Arkansas 2019 3017804
## 364 South West South Central Arkansas 2019 3017804
## 365 South West South Central Arkansas 2019 3017804
## 366 South West South Central Arkansas 2019 3017804
## 367 South West South Central Arkansas 2019 3017804
## 368 South West South Central Arkansas 2019 3017804
## 369 South West South Central Arkansas 2019 3017804
## 370 South West South Central Arkansas 2019 3017804
## 371 South West South Central Arkansas 2019 3017804
## 372 South West South Central Arkansas 2019 3017804
## 373 South West South Central Arkansas 2019 3017804
## 374 South West South Central Arkansas 2019 3017804
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## 4686 2273 4025 18695 146993
## 4687 2273 4025 18695 146993
## 4688 2273 4025 18695 146993
## 4689 2273 4025 18695 146993
## 4690 2273 4025 18695 146993
## 4691 2273 4025 18695 146993
## 4692 2273 4025 18695 146993
## 4693 2273 4025 18695 146993
## 4694 2273 4025 18695 146993
## 4695 2273 4025 18695 146993
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## 4697 2273 4025 18695 146993
## 4698 2273 4025 18695 146993
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## 4700 2273 4025 18695 146993
## 4701 2273 4025 18695 146993
## 4702 2273 4025 18695 146993
## 4703 2273 4025 18695 146993
## 4704 2273 4025 18695 146993
## 4705 2273 4025 18695 146993
## 4706 2273 4025 18695 146993
## 4707 2273 4025 18695 146993
## 4708 2273 4025 18695 146993
## 4709 2273 4025 18695 146993
## 4710 2273 4025 18695 146993
## 4711 2273 4025 18695 146993
## 4712 2273 4025 18695 146993
## 4713 2273 4025 18695 146993
## 4714 2273 4025 18695 146993
## 4715 2273 4025 18695 146993
## 4716 2273 4025 18695 146993
## 4717 2273 4025 18695 146993
## 4718 2273 4025 18695 146993
## 4719 2273 4025 18695 146993
## 4720 2273 4025 18695 146993
## 4721 2273 4025 18695 146993
## 4722 2273 4025 18695 146993
## 4723 2273 4025 18695 146993
## 4724 2273 4025 18695 146993
## 4725 2273 4025 18695 146993
## 4726 2273 4025 18695 146993
## 4727 2273 4025 18695 146993
## 4728 2273 4025 18695 146993
## 4729 2273 4025 18695 146993
## 4730 2273 4025 18695 146993
## 4731 2273 4025 18695 146993
## 4732 2273 4025 18695 146993
## 4733 2273 4025 18695 146993
## 4734 2273 4025 18695 146993
## 4735 2273 4025 18695 146993
## 4736 2273 4025 18695 146993
## 4737 2273 4025 18695 146993
## 4738 2273 4025 18695 146993
## 4739 2273 4025 18695 146993
## 4740 2273 4025 18695 146993
## 4741 2273 4025 18695 146993
## 4742 2273 4025 18695 146993
## 4743 2273 4025 18695 146993
## 4744 2273 4025 18695 146993
## 4745 2273 4025 18695 146993
## 4746 2273 4025 18695 146993
## 4747 2273 4025 18695 146993
## 4748 2273 4025 18695 146993
## 4749 2273 4025 18695 146993
## 4750 2273 4025 18695 146993
## 4751 2273 4025 18695 146993
## 4752 2273 4025 18695 146993
## 4753 2273 4025 18695 146993
## 4754 2273 4025 18695 146993
## 4755 2273 4025 18695 146993
## 4756 2273 4025 18695 146993
## 4757 2273 4025 18695 146993
## 4758 2273 4025 18695 146993
## 4759 2273 4025 18695 146993
## 4760 2273 4025 18695 146993
## 4761 2273 4025 18695 146993
## Burglary Larceny.theft Motor.vehicle.theft
## 1 26079 92477 12577
## 2 26079 92477 12577
## 3 26079 92477 12577
## 4 26079 92477 12577
## 5 26079 92477 12577
## 6 26079 92477 12577
## 7 26079 92477 12577
## 8 26079 92477 12577
## 9 26079 92477 12577
## 10 26079 92477 12577
## 11 26079 92477 12577
## 12 26079 92477 12577
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## 17 26079 92477 12577
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## 21 26079 92477 12577
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## 23 26079 92477 12577
## 24 26079 92477 12577
## 25 26079 92477 12577
## 26 26079 92477 12577
## 27 26079 92477 12577
## 28 26079 92477 12577
## 29 26079 92477 12577
## 30 26079 92477 12577
## 31 26079 92477 12577
## 32 26079 92477 12577
## 33 26079 92477 12577
## 34 26079 92477 12577
## 35 26079 92477 12577
## 36 26079 92477 12577
## 37 26079 92477 12577
## 38 26079 92477 12577
## 39 26079 92477 12577
## 40 26079 92477 12577
## 41 26079 92477 12577
## 42 26079 92477 12577
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## 44 26079 92477 12577
## 45 26079 92477 12577
## 46 26079 92477 12577
## 47 26079 92477 12577
## 48 26079 92477 12577
## 49 26079 92477 12577
## 50 26079 92477 12577
## 51 26079 92477 12577
## 52 26079 92477 12577
## 53 26079 92477 12577
## 54 26079 92477 12577
## 55 26079 92477 12577
## 56 26079 92477 12577
## 57 26079 92477 12577
## 58 26079 92477 12577
## 59 26079 92477 12577
## 60 26079 92477 12577
## 61 26079 92477 12577
## 62 26079 92477 12577
## 63 26079 92477 12577
## 64 26079 92477 12577
## 65 26079 92477 12577
## 66 26079 92477 12577
## 67 26079 92477 12577
## 68 26079 92477 12577
## 69 26079 92477 12577
## 70 26079 92477 12577
## 71 26079 92477 12577
## 72 26079 92477 12577
## 73 26079 92477 12577
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## 75 26079 92477 12577
## 76 26079 92477 12577
## 77 26079 92477 12577
## 78 26079 92477 12577
## 79 26079 92477 12577
## 80 26079 92477 12577
## 81 26079 92477 12577
## 82 26079 92477 12577
## 83 26079 92477 12577
## 84 26079 92477 12577
## 85 26079 92477 12577
## 86 26079 92477 12577
## 87 26079 92477 12577
## 88 26079 92477 12577
## 89 26079 92477 12577
## 90 26079 92477 12577
## 91 26079 92477 12577
## 92 26079 92477 12577
## 93 26079 92477 12577
## 94 26079 92477 12577
## 95 26079 92477 12577
## 96 26079 92477 12577
## 97 26079 92477 12577
## 98 26079 92477 12577
## 99 26079 92477 12577
## 100 26079 92477 12577
## 101 26079 92477 12577
## 102 26079 92477 12577
## 103 26079 92477 12577
## 104 26079 92477 12577
## 105 26079 92477 12577
## 106 26079 92477 12577
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## 108 26079 92477 12577
## 109 26079 92477 12577
## 110 26079 92477 12577
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## 114 26079 92477 12577
## 115 26079 92477 12577
## 116 26079 92477 12577
## 117 26079 92477 12577
## 118 26079 92477 12577
## 119 26079 92477 12577
## 120 26079 92477 12577
## 121 26079 92477 12577
## 122 26079 92477 12577
## 123 26079 92477 12577
## 124 26079 92477 12577
## 125 26079 92477 12577
## 126 26079 92477 12577
## 127 26079 92477 12577
## 128 26079 92477 12577
## 129 26079 92477 12577
## 130 26079 92477 12577
## 131 26079 92477 12577
## 132 26079 92477 12577
## 133 26079 92477 12577
## 134 26079 92477 12577
## 135 26079 92477 12577
## 136 26079 92477 12577
## 137 26079 92477 12577
## 138 26079 92477 12577
## 139 26079 92477 12577
## 140 26079 92477 12577
## 141 26079 92477 12577
## 142 26079 92477 12577
## 143 26079 92477 12577
## 144 26079 92477 12577
## 145 26079 92477 12577
## 146 26079 92477 12577
## 147 26079 92477 12577
## 148 26079 92477 12577
## 149 26079 92477 12577
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## 164 26079 92477 12577
## 165 26079 92477 12577
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## 167 26079 92477 12577
## 168 26079 92477 12577
## 169 26079 92477 12577
## 170 26079 92477 12577
## 171 26079 92477 12577
## 172 26079 92477 12577
## 173 26079 92477 12577
## 174 26079 92477 12577
## 175 26079 92477 12577
## 176 26079 92477 12577
## 177 26079 92477 12577
## 178 26079 92477 12577
## 179 26079 92477 12577
## 180 26079 92477 12577
## 181 26079 92477 12577
## 182 26079 92477 12577
## 183 26079 92477 12577
## 184 26079 92477 12577
## 185 26079 92477 12577
## 186 26079 92477 12577
## 187 26079 92477 12577
## 188 26079 92477 12577
## 189 26079 92477 12577
## 190 26079 92477 12577
## 191 26079 92477 12577
## 192 26079 92477 12577
## 193 26079 92477 12577
## 194 26079 92477 12577
## 195 26079 92477 12577
## 196 26079 92477 12577
## 197 26079 92477 12577
## 198 26079 92477 12577
## 199 26079 92477 12577
## 200 26079 92477 12577
## 201 26079 92477 12577
## 202 26079 92477 12577
## 203 28699 130788 18151
## 204 28699 130788 18151
## 205 28699 130788 18151
## 206 28699 130788 18151
## 207 28699 130788 18151
## 208 28699 130788 18151
## 209 28699 130788 18151
## 210 28699 130788 18151
## 211 28699 130788 18151
## 212 28699 130788 18151
## 213 28699 130788 18151
## 214 28699 130788 18151
## 215 28699 130788 18151
## 216 28699 130788 18151
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## 220 28699 130788 18151
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## 225 28699 130788 18151
## 226 28699 130788 18151
## 227 28699 130788 18151
## 228 28699 130788 18151
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## 230 28699 130788 18151
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## 236 28699 130788 18151
## 237 28699 130788 18151
## 238 28699 130788 18151
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## [ reached 'max' / getOption("max.print") -- omitted 10776 rows ]p0 <- ggplot(data = us_states_crime,
mapping = aes(x = long, y = lat, group = group, fill = (Violent.crime3/Population2)*10000))
p1 <- p0 + geom_polygon(color = "gray90", size = 0.1) +
coord_map(projection = "albers", lat0 = 39, lat1 = 45)
p1 + labs(title = "Violent Crime per 10000 inhabitants in each State") + theme_map() + labs(fill = "Number")
p2 <- p1 + scale_fill_gradient(low = "white", high = "#CB454A") +
labs(title = "Violent Crime per 10000 inhabitants in each State")
p2 + theme_map() + labs(fill = "Number")
p0 <- ggplot(data = us_states_crime,
mapping = aes(x = long, y = lat, group = group, fill = (Property.crime/Population2)*10000))
p1 <- p0 + geom_polygon(color = "gray90", size = 0.1) +
coord_map(projection = "albers", lat0 = 39, lat1 = 45)
p1 + labs(title = "Property Crime per 10000 inhabitants in each State") + theme_map() + labs(fill = "Number")
p2 <- p1 + scale_fill_gradient(low = "white", high = "#CB454A") +
labs(title = "Property Crime per 10000 inhabitants in each State")
p2 + theme_map() + labs(fill = "Number")
On remarque que le Sud des Etats-Unis et la Floride sont les régions où le nombre de crimes est le plus grand pour 10,000 habitants. En effet, cette échelle est représentative de la criminalité car le centre des Etats-Unis étant moins peuplé, il est sûr que le nombre de crimes sera plus faible dans cette région. Dans la suite, nous allons aussi étudier l’influence de la police sur la criminalité et voir si les théories économiques, indiquant une baisse de criminalité avec un plus grand nombre de policiers, sont vérifiées en pratique.
police_state <- readr::read_csv('police_state.csv')##
## ── Column specification ────────────────────────────────────────────────────────
## cols(
## State = col_character(),
## Total_law_enforcement_employess = col_character(),
## male_officers = col_character(),
## female_officers = col_character(),
## male_civilians = col_character(),
## female_civilians = col_character(),
## `number of agencies` = col_character(),
## `2019_population` = col_character()
## )fbi_state2019 <- readr::read_csv('fbi_state.csv') %>% filter(Year==2019)## Warning: Missing column names filled in: 'X1' [1]##
## ── Column specification ────────────────────────────────────────────────────────
## cols(
## X1 = col_double(),
## Region = col_character(),
## Geographic_Division = col_character(),
## State = col_character(),
## Year = col_double(),
## Population2 = col_double(),
## `Violent crime3` = col_double(),
## `Murder and
## nonnegligent
## manslaughter` = col_double(),
## `Rape
## (revised definition)4` = col_double(),
## Robbery = col_double(),
## `Aggravated assault` = col_double(),
## `Property crime` = col_double(),
## Burglary = col_double(),
## `Larceny-theft` = col_double(),
## `Motor vehicle theft` = col_double()
## )police_state <- select(police_state, c("State","Total_law_enforcement_employess"))
police_state <- police_state[-c(1,2),]
police_state <- rename(police_state, Total=Total_law_enforcement_employess)
fbi_state2019 <- mutate(fbi_state2019, Total_Crime = rowSums(fbi_state2019[c(7,12)]))
fbi_state2019[,"State"] <- apply(X=fbi_state2019[,"State"],
1, FUN=toupper)
data_joined <- dplyr::left_join(police_state, fbi_state2019)## Joining, by = "State"data_joined[,"Total"] <- apply(data_joined[,"Total"],
1, FUN=as.integer)
data_joined <- mutate(data_joined, Police_rate= Total/Population2*10000)
data_joined <- mutate(data_joined, Violent_Crime_Rate= `Violent crime3`/Population2*10000)
data_joined <- mutate(data_joined, Property_Crime_rate= `Property crime`/Population2*10000)
data_joined <- mutate(data_joined, Crime_Rate = Property_Crime_rate+Violent_Crime_Rate)
mycols <- c("#0073C2FF", "#EFC000FF", "#868686FF", "#CD534CFF")
fbi_region <- fbi_state2019[c(2,6,7,12,16)] %>% group_by(Region)%>%
summarise_if(is.numeric,sum)
fbi_region <- fbi_region %>%
arrange(desc(Region)) %>%
mutate(lab.ypos = cumsum(Total_Crime) - 0.5*Total_Crime)ggplot(fbi_region, aes(x = "", y = Total_Crime, fill = Region)) +
geom_bar(width = 1, stat = "identity", color = "white") +
coord_polar("y", start = 0)+
geom_text(aes(y=lab.ypos, label = Total_Crime), color = "white")+
scale_fill_manual(values = mycols) +
theme_void()+
labs( title="Number of crimes for each region")
ggplot(data=fbi_region) +
geom_bar(data = fbi_region, aes(x = Region, y = Total_Crime/Population2*10000), width = 0.8, stat = 'identity', fill="#0073C2FF") +
geom_bar(data = fbi_region, aes(x = Region, y = `Property crime`/Population2*10000), width = 0.7, stat = 'identity', fill = "#EFC000FF") +
geom_bar(data = fbi_region , aes(x = Region, y = `Violent crime3`/Population2*10000), width = 0.6, stat = 'identity', fill = "#CD534CFF") +
theme_classic()+
labs(y="Number of crimes for 10.000 inhabitants",subtitle = "Blue:Total of crimes, Yellow:Property crimes, Red:Violent crimes")
On a choisi de représenter dans un premier temps ces deux visualisations car on observe que le nombre de crimes est plus élevé dans le Sud et l’Ouest des Etats-Unis.En mettant en parallèle avec la criminalité pour 10,000 habitants, on en déduit que le nombre de crime est élevé à l’Ouest parce qu’il y a beaucoup de population. On en déduit aussi que la criminalité dans le Sud est la plus élevée des Etats-Unis.
On va maintenant étudier l’influence de la Police sur la criminalité. La question logique qu’on peut se poser est la suivante : Un plus grand nombre de policiers implique-t-il nécessairement un moins grand nombre de crimes ?
Comme précedemment, on va prendre le nombre de policiers pour 10,000 habitants et le nombre de crimes pour 10,000 habitants.
ggplot(data_joined, mapping=aes(x=Police_rate, y=Crime_Rate, color=Region))+geom_point(size=3)+
labs(x="Number of policemen for 10.000 inhabitants", y="Number of crimes for 10.000 inhabitants")## Warning: Removed 2 rows containing missing values (geom_point).
ggplot(data_joined %>% filter(Region=="South"), mapping=aes(x=Police_rate, y=Crime_Rate))+geom_point(size=3, color='red')+geom_smooth(method=lm)+
labs(x="Number of policemen for 10.000 inhabitants", y="Number of crimes for 10.000 inhabitants")## `geom_smooth()` using formula 'y ~ x'
ggplot(data_joined %>% filter(Region=="West"), mapping=aes(x=Police_rate, y=Crime_Rate))+geom_point(size=3, color='red')+geom_smooth(method=lm)+
labs(x="Number of policemen for 10.000 inhabitants", y="Number of crimes for 10.000 inhabitants")## `geom_smooth()` using formula 'y ~ x'
ggplot(data_joined %>% filter(Region=="Midwest"), mapping=aes(x=Police_rate, y=Crime_Rate))+geom_point(size=3, color='red')+geom_smooth(method=lm)+
labs(x="Number of policemen for 10.000 inhabitants", y="Number of crimes for 10.000 inhabitants")## `geom_smooth()` using formula 'y ~ x'
ggplot(data_joined %>% filter(Region=="Northeast"), mapping=aes(x=Police_rate, y=Crime_Rate))+geom_point(size=3, color='red')+geom_smooth(method=lm)+
labs(x="Number of policemen for 10.000 inhabitants", y="Number of crimes for 10.000 inhabitants")## `geom_smooth()` using formula 'y ~ x'
ggplot(data_joined, mapping=aes(x=Police_rate, y=Crime_Rate, color=Region))+geom_smooth(method=lm)+geom_point(size=3)+labs(x="Number of policemen for 10.000 inhabitants", y="Number of crimes for 10.000 inhabitants")## `geom_smooth()` using formula 'y ~ x'## Warning: Removed 2 rows containing non-finite values (stat_smooth).## Warning: Removed 2 rows containing missing values (geom_point).
Le nuage de points indiquant taux de criminalité en fonction du nombre de policier pour 10.000 habitants dans la région “South” permet d’obtenir une bonne régression linéaire. Elle montre donc une proportionnalité entre ces deux mesures. Plus il y a de police déployée dans un état, plus le taux de criminalité y est important. On observe donc le phénomène inverse que dans la région “West”. Essayons d’expliquer cela en analysant d’abord le rapport à la violence de cette région.
Le “South” est connu depuis longtemps pour être une région particulièrement violente. Les visualisations précédent le prouvent d’ailleurs puisque c’est celle où il y a le plus de crimes et où le taux de criminalité est le plus élevé aux États-Unis. Ainsi, peu importe le nombre de policiers, cette partie des Etats-Unis serait encline au crime. Il y a plusieurs tentatives d’explications à cela.
D’abord, les “Southern men” semblent avoir une “culture de l’honneur” importante. Une étude a été publiée par “the Journal of Personality and Social Psychology” lors de laquelle des gens ont été insulté aléatoirement dans les régions “South” and “North”. Les “Southern men” réagissent en moyenne beaucoup plus agressivement que les autres. De plus, on sait que pauvreté et criminalité sont étroitement liées. Or la région “South” est très pauvre. Effectivement, les états avec les “revenus par tête” les plus bas se trouvent dans le “South” (Mississipi, West Virginia, Arkansas,…). Enfin, un dernier facteur qui peut être pris en compte est le climat. Les fortes chaleurs dans le “South” pourraient favoriser la criminalité car les conditions de vie sont alors plus difficiles. Tous ces éléments pris en compte peuvent expliquer le pourquoi de cette criminalité dans cette région qui est ancrée culturellement depuis longtemps. La corrélation entre policiers et criminalité peut alors être expliquée par les efforts mis en place pour freiner cette criminalité. Plus d’employés de police sont déployés dans les états les plus touchés. Mais contrairement à la région “West”, cela ne semble pas avoir un réel impact.
4. Conclusion
Grâce à ce projet, on peut se rendre compte qu’une bonne visualisation des données facilite l’interprétation permet d’identifier certains comportements, que ce soit en fonction du temps ou de l’espace. D’autres tables auraient pu être jointes pour accentuer un peu plus l’analyse, notamment le lien entre le nombre de personnes issus de minorités dans un Etat et la criminalité. Les tables fournies par le F.B.I sont exhaustives, donc quiconque souhaitant prolonger l’analyse de ce projet pourra proposer de nombreux angles d’attaque.